In [1]:
!pip install pyodbc pandas
import pyodbc
import pandas as pd
# Bağlantı bilgileri
server = '84.247.179.19,1433\\vmi1794935'
database = 'superstoredb'
username = 'miuulda'
password = 'dg5MA09qRJ4Zk02b'
# Bağlantı stringi
connection_string = f'DRIVER={{ODBC Driver 17 for SQL Server}};SERVER={server};DATABASE={database};UID={username};PWD={password}'
# Bağlantıyı oluşturma
conn = pyodbc.connect(connection_string)
# SQL sorgusu
sql_query = 'SELECT * FROM dbo.data'
# Pandas DataFrame'e veri çekme
df = pd.read_sql(sql_query, conn)
# Sonuçları yazdırma
df.head()
Requirement already satisfied: pyodbc in c:\anaconda\lib\site-packages (4.0.34) Requirement already satisfied: pandas in c:\anaconda\lib\site-packages (1.5.3) Requirement already satisfied: python-dateutil>=2.8.1 in c:\anaconda\lib\site-packages (from pandas) (2.8.2) Requirement already satisfied: numpy>=1.21.0 in c:\anaconda\lib\site-packages (from pandas) (1.23.5) Requirement already satisfied: pytz>=2020.1 in c:\anaconda\lib\site-packages (from pandas) (2022.7) Requirement already satisfied: six>=1.5 in c:\anaconda\lib\site-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\4000830922.py:23: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy. df = pd.read_sql(sql_query, conn)
Out[1]:
| Order_ID | Order_Date | Shipment_Date | Ship_Mode | Customer_ID | Customer_Name | Segment | City | State | Region | ... | Quantity | Discount | Profit | Unit_Price | ProfitperUnit | CostperUnit | PercentageofProfit | Order_Month | Order_Year | Tenure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CA-2016-152156 | 2016-11-08 | 2016-11-11 | Second Class | CG-12520 | Claire Gute | Consumer | Henderson | Kentucky | South | ... | 2 | 0.00 | 41.91360 | 130.9800 | 20.9568 | 110.0232 | 19.0% | November | 2016 | 2016-11-08 |
| 1 | CA-2016-152156 | 2016-11-08 | 2016-11-11 | Second Class | CG-12520 | Claire Gute | Consumer | Henderson | Kentucky | South | ... | 3 | 0.00 | 219.58200 | 243.9800 | 73.1940 | 170.7860 | 42.9% | November | 2016 | 2016-11-08 |
| 2 | CA-2016-138688 | 2016-06-12 | 2016-06-16 | Second Class | DV-13045 | Darrin Van Huff | Corporate | Los Angeles | California | West | ... | 2 | 0.00 | 6.87140 | 7.3100 | 3.4357 | 3.8743 | 88.7% | June | 2016 | 2016-06-12 |
| 3 | US-2015-108966 | 2015-10-11 | 2015-10-18 | Standard Class | SO-20335 | Sean O'Donnell | Consumer | Fort Lauderdale | Florida | South | ... | 5 | 0.45 | -172.60608 | 191.5155 | -76.6062 | 268.1217 | -28.6% | October | 2015 | 2015-10-11 |
| 4 | US-2015-108966 | 2015-10-11 | 2015-10-18 | Standard Class | SO-20335 | Sean O'Donnell | Consumer | Fort Lauderdale | Florida | South | ... | 2 | 0.20 | 2.51640 | 11.1840 | 1.2582 | 9.9258 | 12.7% | October | 2015 | 2015-10-11 |
5 rows × 25 columns
In [15]:
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
In [3]:
df.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 9994 entries, 0 to 9993 Data columns (total 25 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Order_ID 9994 non-null object 1 Order_Date 9994 non-null datetime64[ns] 2 Shipment_Date 9994 non-null datetime64[ns] 3 Ship_Mode 9994 non-null object 4 Customer_ID 9994 non-null object 5 Customer_Name 9994 non-null object 6 Segment 9994 non-null object 7 City 9994 non-null object 8 State 9994 non-null object 9 Region 9994 non-null object 10 Product_ID 9994 non-null object 11 Category 9994 non-null object 12 Sub_Category 9994 non-null object 13 Product_Name 9994 non-null object 14 Sales 9994 non-null float64 15 Quantity 9994 non-null int64 16 Discount 9994 non-null float64 17 Profit 9994 non-null float64 18 Unit_Price 9994 non-null float64 19 ProfitperUnit 9994 non-null float64 20 CostperUnit 9994 non-null float64 21 PercentageofProfit 9994 non-null object 22 Order_Month 9994 non-null object 23 Order_Year 9994 non-null int64 24 Tenure 9994 non-null datetime64[ns] dtypes: datetime64[ns](3), float64(6), int64(2), object(14) memory usage: 1.9+ MB
In [4]:
# Veri tipleri, boş değerler, örnek veri
df.describe()
# Eksik değerlerin yüzdesini hesaplayalım
missing_values = df.isnull().mean() * 100
print(missing_values[missing_values > 0])
Series([], dtype: float64)
In [5]:
# Merkezi eğilim ve yayılım ölçüleri
mean_vals = df.mean(numeric_only=True)
median_vals = df.median(numeric_only=True)
mode_vals = df.mode().iloc[0]
variance_vals = df.var(numeric_only=True)
std_dev_vals = df.std(numeric_only=True)
print("Ortalama:\n", mean_vals)
print("Medyan:\n", median_vals)
print("Mod:\n", mode_vals)
print("Varyans:\n", variance_vals)
print("Standart Sapma:\n", std_dev_vals)
Ortalama: Sales 192.475437 Quantity 3.789574 Discount 0.156203 Profit 22.558454 Unit_Price 60.919569 ProfitperUnit 7.799372 CostperUnit 53.120197 Order_Year 2015.722233 dtype: float64 Medyan: Sales 54.4900 Quantity 3.0000 Discount 0.2000 Profit 8.6665 Unit_Price 16.2700 ProfitperUnit 2.7670 CostperUnit 12.9336 Order_Year 2016.0000 dtype: float64 Mod: Order_ID CA-2017-100111 Order_Date 2016-09-05 00:00:00 Shipment_Date 2015-12-16 00:00:00 Ship_Mode Standard Class Customer_ID WB-21850 Customer_Name William Brown Segment Consumer City New York City State California Region West Product_ID OFF-PA-10001970 Category Office Supplies Sub_Category Binders Product_Name Staple envelope Sales 1419.9192 Quantity 3 Discount 0.0 Profit 246.41424 Unit_Price 6.48 ProfitperUnit 3.1104 CostperUnit 3.3696 PercentageofProfit 92.3% Order_Month November Order_Year 2017 Tenure 2016-09-05 00:00:00 Name: 0, dtype: object Varyans: Sales 99649.883413 Quantity 4.951113 Discount 0.042622 Profit 4445.827096 Unit_Price 20428.253237 ProfitperUnit 3144.402672 CostperUnit 14945.404419 Order_Year 1.262376 dtype: float64 Standart Sapma: Sales 315.673698 Quantity 2.225110 Discount 0.206452 Profit 66.677036 Unit_Price 142.927440 ProfitperUnit 56.074974 CostperUnit 122.251398 Order_Year 1.123555 dtype: float64
In [6]:
import matplotlib.pyplot as plt
import seaborn as sns
# Histogram ve yoğunluk grafikleri
for column in df.select_dtypes(include=['float64', 'int64']).columns:
plt.figure(figsize=(10, 5))
sns.histplot(df[column], kde=True)
plt.title(f'{column} Dağılımı')
plt.xlabel(column)
plt.ylabel('Frekans')
plt.show()
In [7]:
# Çarpıklık ve basıklık değerleri
skewness_vals = df.skew(numeric_only=True)
kurtosis_vals = df.kurt(numeric_only=True)
print("Çarpıklık:\n", skewness_vals)
print("Basıklık:\n", kurtosis_vals)
Çarpıklık: Sales 2.505165 Quantity 1.278545 Discount 1.684295 Profit 1.080337 Unit_Price 10.782635 ProfitperUnit 7.622405 CostperUnit 10.707253 Order_Year -0.282823 dtype: float64 Basıklık: Sales 5.983158 Quantity 1.991889 Discount 2.409546 Profit 4.410179 Unit_Price 197.799599 ProfitperUnit 355.616473 CostperUnit 217.489687 Order_Year -1.307565 dtype: float64
In [8]:
# IQR yöntemi ile outlier analizi
def detect_outliers_iqr(df, column):
Q1 = df[column].quantile(0.25)
Q3 = df[column].quantile(0.75)
IQR = Q3 - Q1
lower_bound = Q1 - 1.5 * IQR
upper_bound = Q3 + 1.5 * IQR
outliers = df[(df[column] < lower_bound) | (df[column] > upper_bound)]
return outliers
# Sayısal kolonlar için outlier tespiti
numeric_columns = df.select_dtypes(include=['float64', 'int64']).columns
outliers_dict = {col: detect_outliers_iqr(df, col) for col in numeric_columns}
# Outlier sayısını görmek için
for col, outliers in outliers_dict.items():
print(f"{col} kolonunda {len(outliers)} adet outlier var.")
Sales kolonunda 1167 adet outlier var. Quantity kolonunda 170 adet outlier var. Discount kolonunda 856 adet outlier var. Profit kolonunda 1881 adet outlier var. Unit_Price kolonunda 1054 adet outlier var. ProfitperUnit kolonunda 1891 adet outlier var. CostperUnit kolonunda 1157 adet outlier var. Order_Year kolonunda 0 adet outlier var.
In [9]:
from scipy import stats
# Z-skoru yöntemi ile outlier tespiti
def detect_outliers_zscore(df, column):
z_scores = stats.zscore(df[column])
abs_z_scores = abs(z_scores)
outliers = df[abs_z_scores > 3]
return outliers
# Sayısal kolonlar için Z-skoru outlier tespiti
z_outliers_dict = {col: detect_outliers_zscore(df, col) for col in numeric_columns}
# Outlier sayısını görmek için
for col, outliers in z_outliers_dict.items():
print(f"{col} kolonunda {len(outliers)} adet Z-skoruna göre outlier var.")
Sales kolonunda 374 adet Z-skoruna göre outlier var. Quantity kolonunda 113 adet Z-skoruna göre outlier var. Discount kolonunda 300 adet Z-skoruna göre outlier var. Profit kolonunda 364 adet Z-skoruna göre outlier var. Unit_Price kolonunda 119 adet Z-skoruna göre outlier var. ProfitperUnit kolonunda 100 adet Z-skoruna göre outlier var. CostperUnit kolonunda 116 adet Z-skoruna göre outlier var. Order_Year kolonunda 0 adet Z-skoruna göre outlier var.
In [10]:
import matplotlib.pyplot as plt
import seaborn as sns
# Boxplot ile outlier görselleştirme
plt.figure(figsize=(15, 10))
for i, col in enumerate(numeric_columns, 1):
plt.subplot(3, 3, i)
sns.boxplot(y=df[col])
plt.title(f'{col} Outlier Analizi (Boxplot)')
plt.tight_layout()
plt.show()
In [11]:
# Pairplot ile çift değişkenli ilişkilerde outlier analizi
sns.pairplot(df[numeric_columns], diag_kind='kde')
plt.suptitle('Pairplot ile Outlier Analizi', y=1.02)
plt.show()
In [12]:
from sklearn.ensemble import IsolationForest
# Isolation Forest ile outlier analizi
iso_forest = IsolationForest(contamination=0.01)
outlier_pred = iso_forest.fit_predict(df[numeric_columns])
# Outlier olan veriler (-1 olanlar)
df['Outlier_Flag'] = outlier_pred
outliers = df[df['Outlier_Flag'] == -1]
print("Isolation Forest ile tespit edilen outlier sayısı:", len(outliers))
Isolation Forest ile tespit edilen outlier sayısı: 100
In [55]:
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
# Q1 ve Q3'ü hesapla (5. ve 95. persentiller)
Q1 = np.percentile(df['Sales'], 5)
Q3 = np.percentile(df['Sales'], 95)
# IQR hesapla
IQR = Q3 - Q1
# 1.5 * IQR sınırları
lower_limit = Q1 - 1.5 * IQR
upper_limit = Q3 + 1.5 * IQR
# Box Plot çizimi
sns.boxplot(data=df, x='Sales')
# 0.05 ve 0.95 persentil çizgileri ekleme
plt.axvline(Q1, color='b', linestyle='--', label='5th Percentile (0.05)')
plt.axvline(Q3, color='r', linestyle='--', label='95th Percentile (0.95)')
# 1.5 * IQR sınırlarını ekleme
plt.axvline(lower_limit, color='g', linestyle=':', label='Lower Bound (1.5*IQR)')
plt.axvline(upper_limit, color='purple', linestyle=':', label='Upper Bound (1.5*IQR)')
# Başlık ve etiket ekleme
plt.title("Sales Kolonu için Box Plot")
plt.legend()
# Grafiği gösterme
plt.show()
In [56]:
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
# Q1 ve Q3'ü hesapla (5. ve 95. persentiller)
Q1 = np.percentile(df['Profit'], 5)
Q3 = np.percentile(df['Profit'], 95)
# IQR hesapla
IQR = Q3 - Q1
# 1.5 * IQR sınırları
lower_limit = Q1 - 1.5 * IQR
upper_limit = Q3 + 1.5 * IQR
# Box Plot çizimi
sns.boxplot(data=df, x='Profit')
# 0.05 ve 0.95 persentil çizgileri ekleme
plt.axvline(Q1, color='b', linestyle='--', label='5th Percentile (0.05)')
plt.axvline(Q3, color='r', linestyle='--', label='95th Percentile (0.95)')
# 1.5 * IQR sınırlarını ekleme
plt.axvline(lower_limit, color='g', linestyle=':', label='Lower Bound (1.5*IQR)')
plt.axvline(upper_limit, color='purple', linestyle=':', label='Upper Bound (1.5*IQR)')
# Başlık ve etiket ekleme
plt.title("Profit Kolonu için Box Plot")
plt.legend()
# Grafiği gösterme
plt.show()
In [13]:
df.head(25)
Out[13]:
| Order_ID | Order_Date | Shipment_Date | Ship_Mode | Customer_ID | Customer_Name | Segment | City | State | Region | ... | Discount | Profit | Unit_Price | ProfitperUnit | CostperUnit | PercentageofProfit | Order_Month | Order_Year | Tenure | Outlier_Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CA-2016-152156 | 2016-11-08 | 2016-11-11 | Second Class | CG-12520 | Claire Gute | Consumer | Henderson | Kentucky | South | ... | 0.00 | 41.91360 | 130.9800 | 20.9568 | 110.0232 | 19.0% | November | 2016 | 2016-11-08 | 1 |
| 1 | CA-2016-152156 | 2016-11-08 | 2016-11-11 | Second Class | CG-12520 | Claire Gute | Consumer | Henderson | Kentucky | South | ... | 0.00 | 219.58200 | 243.9800 | 73.1940 | 170.7860 | 42.9% | November | 2016 | 2016-11-08 | 1 |
| 2 | CA-2016-138688 | 2016-06-12 | 2016-06-16 | Second Class | DV-13045 | Darrin Van Huff | Corporate | Los Angeles | California | West | ... | 0.00 | 6.87140 | 7.3100 | 3.4357 | 3.8743 | 88.7% | June | 2016 | 2016-06-12 | 1 |
| 3 | US-2015-108966 | 2015-10-11 | 2015-10-18 | Standard Class | SO-20335 | Sean O'Donnell | Consumer | Fort Lauderdale | Florida | South | ... | 0.45 | -172.60608 | 191.5155 | -76.6062 | 268.1217 | -28.6% | October | 2015 | 2015-10-11 | 1 |
| 4 | US-2015-108966 | 2015-10-11 | 2015-10-18 | Standard Class | SO-20335 | Sean O'Donnell | Consumer | Fort Lauderdale | Florida | South | ... | 0.20 | 2.51640 | 11.1840 | 1.2582 | 9.9258 | 12.7% | October | 2015 | 2015-10-11 | 1 |
| 5 | CA-2014-139892 | 2014-09-08 | 2014-09-12 | Standard Class | BM-11140 | Becky Martin | Consumer | San Antonio | Texas | Central | ... | 0.80 | -172.60608 | 35.5960 | -90.7698 | 126.3658 | -71.8% | September | 2014 | 2014-09-08 | 1 |
| 6 | US-2014-100853 | 2014-09-14 | 2014-09-19 | Standard Class | JB-15400 | Jennifer Braxton | Corporate | Chicago | Illinois | Central | ... | 0.80 | -131.12000 | 26.2240 | -65.5600 | 91.7840 | -71.4% | September | 2014 | 2014-09-14 | 1 |
| 7 | US-2014-134971 | 2014-06-07 | 2014-06-10 | Second Class | BP-11095 | Bart Pistole | Corporate | Peoria | Illinois | Central | ... | 0.80 | -20.56230 | 4.1540 | -6.8541 | 11.0081 | -62.3% | June | 2014 | 2014-06-07 | 1 |
| 8 | US-2014-111171 | 2014-12-26 | 2014-12-31 | Standard Class | CA-12265 | Christina Anderson | Consumer | Chicago | Illinois | Central | ... | 0.80 | -14.77300 | 1.7380 | -2.9546 | 4.6926 | -63.0% | December | 2014 | 2014-12-26 | 1 |
| 9 | CA-2014-112326 | 2014-01-04 | 2014-01-08 | Standard Class | PO-19195 | Phillina Ober | Home Office | Naperville | Illinois | Central | ... | 0.80 | -5.48700 | 1.7700 | -2.7435 | 4.5135 | -60.8% | January | 2014 | 2014-01-04 | 1 |
| 10 | US-2014-115987 | 2014-09-08 | 2014-09-13 | Second Class | LH-17020 | Lisa Hazard | Consumer | Tyler | Texas | Central | ... | 0.80 | -79.33520 | 12.7960 | -19.8338 | 32.6298 | -60.8% | September | 2014 | 2014-09-08 | 1 |
| 11 | US-2014-141215 | 2014-06-15 | 2014-06-21 | Standard Class | KL-16555 | Kelly Lampkin | Corporate | San Antonio | Texas | Central | ... | 0.80 | -14.56560 | 2.8560 | -4.8552 | 7.7112 | -63.0% | June | 2014 | 2014-06-15 | 1 |
| 12 | CA-2017-114412 | 2017-04-15 | 2017-04-20 | Standard Class | AA-10480 | Andrew Allen | Consumer | Concord | North Carolina | South | ... | 0.20 | 5.44320 | 5.1840 | 1.8144 | 3.3696 | 53.8% | April | 2017 | 2017-04-15 | 1 |
| 13 | CA-2016-161389 | 2016-12-05 | 2016-12-10 | Standard Class | IM-15070 | Irene Maddox | Consumer | Seattle | Washington | West | ... | 0.20 | 132.59220 | 135.9920 | 44.1974 | 91.7946 | 48.1% | December | 2016 | 2016-12-05 | 1 |
| 14 | US-2015-118983 | 2015-11-22 | 2015-11-26 | Standard Class | HP-14815 | Harold Pawlan | Home Office | Fort Worth | Texas | Central | ... | 0.80 | -123.85800 | 13.7620 | -24.7716 | 38.5336 | -64.3% | November | 2015 | 2015-11-22 | 1 |
| 15 | US-2015-118983 | 2015-11-22 | 2015-11-26 | Standard Class | HP-14815 | Harold Pawlan | Home Office | Fort Worth | Texas | Central | ... | 0.80 | -3.81600 | 0.8480 | -1.2720 | 2.1200 | -60.0% | November | 2015 | 2015-11-22 | 1 |
| 16 | US-2014-117058 | 2014-05-27 | 2014-05-30 | First Class | LE-16810 | Laurel Elliston | Consumer | Chicago | Illinois | Central | ... | 0.80 | -30.55500 | 2.9100 | -5.0925 | 8.0025 | -63.6% | May | 2014 | 2014-05-27 | 1 |
| 17 | CA-2014-122567 | 2014-02-16 | 2014-02-21 | Standard Class | MN-17935 | Michael Nguyen | Consumer | Dallas | Texas | Central | ... | 0.80 | -1.72800 | 0.3600 | -0.5760 | 0.9360 | -61.5% | February | 2014 | 2014-02-16 | 1 |
| 18 | CA-2014-122567 | 2014-02-16 | 2014-02-21 | Standard Class | MN-17935 | Michael Nguyen | Consumer | Dallas | Texas | Central | ... | 0.80 | -13.93000 | 3.9800 | -6.9650 | 10.9450 | -63.6% | February | 2014 | 2014-02-16 | 1 |
| 19 | US-2014-130379 | 2014-05-25 | 2014-05-29 | Standard Class | JL-15235 | Janet Lee | Consumer | Chicago | Illinois | Central | ... | 0.80 | -166.32000 | 37.8000 | -83.1600 | 120.9600 | -68.8% | May | 2014 | 2014-05-25 | 1 |
| 20 | CA-2014-148950 | 2014-12-14 | 2014-12-19 | Standard Class | JD-16015 | Joy Daniels | Consumer | Chicago | Illinois | Central | ... | 0.80 | -8.67680 | 1.2760 | -2.1692 | 3.4452 | -63.0% | December | 2014 | 2014-12-14 | 1 |
| 21 | CA-2016-137330 | 2016-12-09 | 2016-12-13 | Standard Class | KB-16585 | Ken Black | Corporate | Fremont | Nebraska | Central | ... | 0.00 | 5.05960 | 2.7800 | 0.7228 | 2.0572 | 35.1% | December | 2016 | 2016-12-09 | 1 |
| 22 | CA-2016-137330 | 2016-12-09 | 2016-12-13 | Standard Class | KB-16585 | Ken Black | Corporate | Fremont | Nebraska | Central | ... | 0.00 | 15.68840 | 8.6200 | 2.2412 | 6.3788 | 35.1% | December | 2016 | 2016-12-09 | 1 |
| 23 | US-2017-156909 | 2017-07-16 | 2017-07-18 | Second Class | SF-20065 | Sandra Flanagan | Consumer | Philadelphia | Pennsylvania | East | ... | 0.30 | -1.01960 | 35.6860 | -0.5098 | 36.1958 | -1.4% | July | 2017 | 2017-07-16 | 1 |
| 24 | CA-2015-106320 | 2015-09-25 | 2015-09-30 | Standard Class | EB-13870 | Emily Burns | Consumer | Orem | Utah | West | ... | 0.00 | 240.26490 | 348.2100 | 80.0883 | 268.1217 | 29.9% | September | 2015 | 2015-09-25 | 1 |
25 rows × 26 columns
In [14]:
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
# Veri kümenizi buraya yükleyin (örn: df = pd.read_csv('veri.csv'))
# df = ...
# 1. Korelasyon Isı Haritası
plt.figure(figsize=(10, 8))
sns.heatmap(df.corr(), annot=True, cmap='coolwarm', fmt=".2f", linewidths=0.5)
plt.title("Korelasyon Isı Haritası")
plt.show()
# 2. Çift Değişkenli Grafik (Pairplot)
sns.pairplot(df[numeric_columns], diag_kind="kde", plot_kws={"alpha": 0.6, "s": 30})
plt.suptitle("Kolonlar Arası İlişkiler", y=1.02)
plt.show()
# 3. Histogramlar (Her bir kolonun dağılımı)
df[numeric_columns].hist(bins=20, figsize=(15, 10), color="skyblue", edgecolor="black")
plt.suptitle("Kolon Dağılımları")
plt.show()
# 4. Boxplot (Her bir kolonun outlier'larını gösterir)
plt.figure(figsize=(15, 10))
for i, col in enumerate(numeric_columns, 1):
plt.subplot(3, 3, i)
sns.boxplot(data=df, x=col, color="lightblue")
plt.title(f"{col} Outlier Analizi (Boxplot)")
plt.tight_layout()
plt.show()
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\1919105396.py:10: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning. sns.heatmap(df.corr(), annot=True, cmap='coolwarm', fmt=".2f", linewidths=0.5)
In [38]:
# Ürün kategorilerine göre toplam satış
category_sales = df.groupby('Category').agg({'Sales': 'sum'}).reset_index()
# Çubuk grafiği
plt.figure(figsize=(10, 6))
plt.bar(category_sales['Category'], category_sales['Sales'], color='orange')
plt.title('Ürün Kategorilerine Göre Toplam Satış')
plt.xlabel('Kategori')
plt.ylabel('Toplam Satış')
plt.xticks(rotation=45)
plt.grid()
plt.show()
In [39]:
# Tarih formatını düzenleme ve aylık toplam satış
df['Order_Date'] = pd.to_datetime(df['Order_Date'])
monthly_sales = df.resample('M', on='Order_Date').sum()['Sales']
# Zaman serisi grafiği
plt.figure(figsize=(12, 6))
plt.plot(monthly_sales, label='Aylık Satışlar', color='blue')
plt.title('Aylık Toplam Satışlar')
plt.xlabel('Tarih')
plt.ylabel('Toplam Satış')
plt.legend()
plt.grid()
plt.show()
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\649261428.py:3: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.
monthly_sales = df.resample('M', on='Order_Date').sum()['Sales']
In [40]:
# Yıllık kâr analizi
annual_profit = df.groupby('Order_Year')['Profit'].sum().reset_index()
# Grafik: Yıllık kâr trendi
plt.figure(figsize=(10,6))
sns.lineplot(data=annual_profit, x='Order_Year', y='Profit', marker='o', color='green')
plt.title('Annual Profit Trend')
plt.xlabel('Year')
plt.ylabel('Total Profit')
plt.show()
# Yıllık indirim analizi
annual_discount = df.groupby('Order_Year')['Discount'].mean().reset_index()
# Grafik: Yıllık ortalama indirim trendi
plt.figure(figsize=(10,6))
sns.lineplot(data=annual_discount, x='Order_Year', y='Discount', marker='o', color='red')
plt.title('Annual Discount Trend')
plt.xlabel('Year')
plt.ylabel('Average Discount')
plt.show()
In [41]:
# Segment bazlı satışlar ve kârlılık
segment_sales_profit = df.groupby('Segment').agg({'Sales': 'sum', 'Profit': 'sum'}).reset_index()
# Grafik: Segment bazlı satışlar ve kâr
plt.figure(figsize=(10,6))
sns.barplot(data=segment_sales_profit, x='Segment', y='Sales', palette='Blues', label='Sales')
sns.barplot(data=segment_sales_profit, x='Segment', y='Profit', palette='Greens', label='Profit')
plt.title('Sales and Profit by Customer Segment')
plt.ylabel('Total Sales/Profit')
plt.legend()
plt.show()
In [42]:
# Bölge bazlı satışlar
region_sales = df.groupby('Region')['Sales'].sum().reset_index()
# Grafik: Bölge bazlı satışlar
plt.figure(figsize=(10,6))
sns.barplot(data=region_sales, x='Region', y='Sales', palette='viridis')
plt.title('Sales by Region')
plt.ylabel('Total Sales')
plt.show()
# Eyalet bazlı satışlar (ilk 10 eyalet)
state_sales = df.groupby('State')['Sales'].sum().nlargest(10).reset_index()
# Grafik: En yüksek satış yapan 10 eyalet
plt.figure(figsize=(12,6))
sns.barplot(data=state_sales, x='State', y='Sales', palette='plasma')
plt.title('Top 10 States by Sales')
plt.ylabel('Total Sales')
plt.xticks(rotation=45)
plt.show()
In [43]:
# Kategori bazlı satışlar ve kâr
category_sales_profit = df.groupby('Category').agg({'Sales': 'sum', 'Profit': 'sum'}).reset_index()
# Grafik: Kategori bazlı satışlar ve kâr
plt.figure(figsize=(10,6))
sns.barplot(data=category_sales_profit, x='Category', y='Sales', palette='BuGn', label='Sales')
sns.barplot(data=category_sales_profit, x='Category', y='Profit', palette='OrRd', label='Profit')
plt.title('Sales and Profit by Category')
plt.ylabel('Total Sales/Profit')
plt.legend()
plt.show()
# Alt kategori bazlı satışlar (ilk 10 alt kategori)
sub_category_sales = df.groupby('Sub_Category')['Sales'].sum().nlargest(10).reset_index()
# Grafik: En yüksek satış yapan 10 alt kategori
plt.figure(figsize=(12,6))
sns.barplot(data=sub_category_sales, x='Sub_Category', y='Sales', palette='magma')
plt.title('Top 10 Sub-Categories by Sales')
plt.ylabel('Total Sales')
plt.xticks(rotation=45)
plt.show()
In [44]:
# Ürün başına kâr hesaplama
product_profit = df.groupby('Product_ID').agg({'ProfitperUnit': 'mean'}).reset_index()
# En kârlı ürünler (ilk 10)
top_profitable_products = product_profit.nlargest(10, 'ProfitperUnit')
# Grafik: En kârlı 10 ürün
plt.figure(figsize=(12,6))
sns.barplot(data=top_profitable_products, x='Product_ID', y='ProfitperUnit', palette='coolwarm')
plt.title('Top 10 Most Profitable Products (by Profit per Unit)')
plt.ylabel('Average Profit per Unit')
plt.xticks(rotation=45)
plt.show()
In [45]:
# Segment bazlı kâr analizi
segment_profit = df.groupby('Segment')['Profit'].sum().reset_index()
# Grafik: Segment bazlı kâr
plt.figure(figsize=(10,6))
sns.barplot(data=segment_profit, x='Segment', y='Profit', palette='viridis')
plt.title('Profit by Customer Segment')
plt.ylabel('Total Profit')
plt.show()
In [46]:
# Ürün başına kâr analizi
product_profit = df.groupby('Product_Name').agg({'Profit': 'sum', 'Sales': 'sum'}).reset_index()
# En kârlı ürünler (ilk 10)
top_profitable_products = product_profit.nlargest(10, 'Profit')
# Grafik: En çok kâr getiren ürünler
plt.figure(figsize=(12,6))
sns.barplot(data=top_profitable_products, x='Product_Name', y='Profit', palette='Blues')
plt.title('Top 10 Most Profitable Products')
plt.ylabel('Total Profit')
plt.xticks(rotation=45)
plt.show()
In [47]:
# Bölge bazlı kâr analizi
region_profit = df.groupby('Region')['Profit'].sum().reset_index()
# Grafik: Bölge bazlı kâr
plt.figure(figsize=(10,6))
sns.barplot(data=region_profit, x='Region', y='Profit', palette='coolwarm')
plt.title('Profit by Region')
plt.ylabel('Total Profit')
plt.show()
In [48]:
# İndirim ve satış ilişkisi
plt.figure(figsize=(10,6))
sns.scatterplot(data=df, x='Discount', y='Sales', hue='Region', palette='magma')
plt.title('Discount vs Sales by Region')
plt.xlabel('Discount')
plt.ylabel('Sales')
plt.show()
# İndirim ve satış korelasyonu
correlation_discount_sales = df[['Discount', 'Sales']].corr()
print("Correlation between Discount and Sales:")
print(correlation_discount_sales)
Correlation between Discount and Sales:
Discount Sales
Discount 1.000000 -0.045277
Sales -0.045277 1.000000
In [49]:
# Kategori bazlı satış analizi
category_sales = df.groupby('Category')['Sales'].sum().reset_index()
# Grafik: Kategori bazlı satışlar
plt.figure(figsize=(10,6))
sns.barplot(data=category_sales, x='Category', y='Sales', palette='coolwarm')
plt.title('Sales by Category')
plt.ylabel('Total Sales')
plt.show()
In [50]:
import seaborn as sns
# Kategoriler arası toplam satışlar
category_sales = df.groupby(['Category', 'Sub_Category'])['Sales'].sum().reset_index()
# Satışları görselleştirme
plt.figure(figsize=(12, 6))
sns.barplot(data=category_sales, x='Sales', y='Sub_Category', hue='Category', palette='viridis')
plt.title('Sales by Category and Sub-Category')
plt.xlabel('Total Sales')
plt.ylabel('Sub-Category')
plt.legend(title='Category')
plt.show()
In [51]:
import matplotlib.pyplot as plt
import statsmodels.api as sm
# Aylık toplam satışları hesaplama
df['Order_Date'] = pd.to_datetime(df['Order_Date'])
monthly_sales = df.resample('M', on='Order_Date').sum()['Sales']
# Zaman serisi grafiği
plt.figure(figsize=(12, 6))
plt.plot(monthly_sales, label='Aylık Satışlar', color='blue')
plt.title('Zaman Serisi Analizi: Aylık Toplam Satışlar')
plt.xlabel('Tarih')
plt.ylabel('Toplam Satış')
plt.legend()
plt.grid()
plt.show()
# Sezonluk bileşenleri ayıklama
decomposition = sm.tsa.seasonal_decompose(monthly_sales, model='additive')
decomposition.plot()
plt.show()
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\1116007639.py:6: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.
monthly_sales = df.resample('M', on='Order_Date').sum()['Sales']
In [52]:
# Kargo modları performansı analizi
shipping_performance = df.groupby('Ship_Mode').agg({'Sales': 'sum', 'Profit': 'sum'}).reset_index()
# Kargo modları performans grafiği
plt.figure(figsize=(10, 6))
plt.bar(shipping_performance['Ship_Mode'], shipping_performance['Sales'], color='green')
plt.title('Kargo Modu Performansı')
plt.xlabel('Kargo Modu')
plt.ylabel('Toplam Satış')
plt.grid()
plt.show()
In [53]:
# Karlılık analizi
profitability_analysis = df.groupby(['Category']).agg({'Profit': 'sum', 'CostperUnit': 'sum'}).reset_index()
profitability_analysis['Profit_Margin'] = profitability_analysis['Profit'] / profitability_analysis['CostperUnit']
# Karlılık grafiği
plt.figure(figsize=(10, 6))
plt.bar(profitability_analysis['Category'], profitability_analysis['Profit_Margin'], color='purple')
plt.title('Ürün Kategorilerine Göre Karlılık Analizi')
plt.xlabel('Kategori')
plt.ylabel('Kar Marjı')
plt.grid()
plt.show()
In [54]:
# KPI'ları hesaplama
kpi_sales = df['Sales'].sum()
kpi_profit = df['Profit'].sum()
# KPI görselleştirme
kpi_data = pd.DataFrame({
'KPI': ['Toplam Satış', 'Toplam Kar'],
'Değer': [kpi_sales, kpi_profit]
})
plt.figure(figsize=(8, 4))
plt.bar(kpi_data['KPI'], kpi_data['Değer'], color=['blue', 'green'])
plt.title('Anahtar Performans Göstergeleri (KPI)')
plt.ylabel('Değer')
plt.grid()
plt.show()
In [17]:
# Kategorik değişkenleri one-hot encoding ile dönüştür
df_encoded = pd.get_dummies(df, columns=['Ship_Mode', 'Segment', 'City', 'State', 'Region', 'Category', 'Sub_Category', 'Order_Month'], drop_first=True)
# Ön işlenmiş verinin boyutunu kontrol et
print(df_encoded.shape)
(9994, 633)
In [18]:
# İndirim oranlarına göre karlılığı inceleyen pivot tablo
pivot_discount_profit = df_encoded.pivot_table(values='Profit',
index='Discount',
aggfunc='mean').reset_index()
# Grafik ile görselleştirme
plt.figure(figsize=(10, 6))
sns.lineplot(x='Discount', y='Profit', data=pivot_discount_profit)
plt.title('İndirim Oranı ve Ortalama Karlılık İlişkisi')
plt.xlabel('İndirim Oranı')
plt.ylabel('Ortalama Karlılık')
plt.grid()
plt.show()
In [19]:
# En çok alınan ürünler ve karlılık analizi
top_products_profit = df_encoded.groupby('Product_Name').agg({'Quantity': 'sum', 'Profit': 'sum'}).reset_index()
top_products_profit = top_products_profit.sort_values(by='Profit', ascending=False).head(10)
# Grafik ile görselleştirme
plt.figure(figsize=(12, 6))
sns.barplot(x='Profit', y='Product_Name', data=top_products_profit)
plt.title('En Çok Alınan Ürünler ve Karlılık')
plt.xlabel('Karlılık')
plt.ylabel('Ürün Adı')
plt.grid()
plt.show()
In [27]:
# 'Order_Date' kolonu üzerinden 'Order_Month' oluşturma
df_encoded['Order_Month'] = df_encoded['Order_Date'].dt.month_name()
In [28]:
# Aylık toplam karlılığı inceleme
monthly_profit = df_encoded.groupby(['Order_Year', 'Order_Month']).agg({'Profit': 'sum'}).reset_index()
# Grafik ile görselleştirme
plt.figure(figsize=(12, 6))
sns.lineplot(data=monthly_profit, x='Order_Month', y='Profit', hue='Order_Year', marker='o')
plt.title('Aylara Göre Karlılık')
plt.xlabel('Ay')
plt.ylabel('Toplam Karlılık')
plt.xticks(rotation=45)
plt.grid()
plt.show()
In [34]:
# Sepet boyutunu ve karlılığı hesaplama
df['Basket_Size'] = df['Quantity'] # Sepet boyutu: Satın alınan ürün sayısı
basket_profit = df.groupby('Order_ID').agg({'Basket_Size': 'sum', 'Profit': 'sum'}).reset_index()
# Sepet boyutu ve karlılık analizi
print(basket_profit.head())
# Sepet boyutu ve karlılık görselleştirme
import matplotlib.pyplot as plt
plt.figure(figsize=(10, 5))
plt.scatter(basket_profit['Basket_Size'], basket_profit['Profit'], alpha=0.5)
plt.title('Basket Size vs Profit')
plt.xlabel('Basket Size')
plt.ylabel('Total Profit')
plt.grid()
plt.show()
Order_ID Basket_Size Profit 0 CA-2014-100006 3 109.6113 1 CA-2014-100090 9 -19.0890 2 CA-2014-100293 6 31.8696 3 CA-2014-100328 1 1.3257 4 CA-2014-100363 5 7.7192
In [35]:
# Bölgeye göre toplam karlılığı hesaplama
region_profit = df.groupby('Region').agg({'Profit': 'sum'}).reset_index()
# Bölge karlılığı görselleştirme
plt.figure(figsize=(12, 6))
plt.bar(region_profit['Region'], region_profit['Profit'], color='skyblue')
plt.title('Total Profit by Region')
plt.xlabel('Region')
plt.ylabel('Total Profit')
plt.xticks(rotation=45)
plt.grid(axis='y')
plt.show()
In [65]:
import matplotlib.pyplot as plt
# Ürün bazında toplam karlılığı hesaplama
product_profit = df.groupby('Product_Name').agg({'Profit': 'sum', 'Sales': 'sum'}).reset_index()
# En yüksek karlılığa sahip 10 ürünü seçme
top_products = product_profit.nlargest(10, 'Profit')
# Ürün karlılığı görselleştirme
plt.figure(figsize=(15, 7))
bars = plt.barh(top_products['Product_Name'], top_products['Profit'], color='orange')
# Çubukların üstüne kâr miktarlarını ekleme
for bar in bars:
plt.text(bar.get_width(), bar.get_y() + bar.get_height()/2, f'{bar.get_width():,.0f}',
va='center', ha='left', fontsize=10)
plt.title('Top 10 Products by Total Profit', fontsize=16, fontweight='bold')
plt.xlabel('Total Profit', fontsize=14)
plt.ylabel('Product Name', fontsize=14)
plt.xticks(fontsize=12)
plt.yticks(fontsize=12)
plt.grid(axis='x')
plt.show()
In [64]:
import matplotlib.pyplot as plt
# Müşteri bazında toplam karlılığı hesaplama
customer_profit = df.groupby('Customer_Name').agg({'Profit': 'sum', 'Sales': 'sum'}).reset_index()
# En yüksek karlılığı olan 10 müşteriyi seçme
top_customers = customer_profit.nlargest(10, 'Profit')
# Müşteri karlılığı görselleştirme
plt.figure(figsize=(15, 7))
bars = plt.barh(top_customers['Customer_Name'], top_customers['Profit'], color='lightgreen')
# Çubukların üstüne kâr miktarlarını ekleme
for bar in bars:
plt.text(bar.get_width(), bar.get_y() + bar.get_height()/2, f'{bar.get_width():,.0f}',
va='center', ha='left', fontsize=10)
plt.title('Top 10 Customers by Total Profit', fontsize=16, fontweight='bold')
plt.xlabel('Total Profit', fontsize=14)
plt.ylabel('Customer Name', fontsize=14)
plt.xticks(fontsize=12)
plt.yticks(fontsize=12)
plt.grid(axis='x')
plt.show()
In [61]:
import pandas as pd
# DataFrame'i yükleyin (örnek: df)
# df = pd.read_csv('your_data_file.csv')
# 'Tenure' sütununu datetime formatında olduğunu doğrulayın
df['Tenure'] = pd.to_datetime(df['Tenure'], errors='coerce')
# 'Tenure' sütununu kullanarak yıllara çevirme
df['Tenure_Years'] = (pd.to_datetime('now') - df['Tenure']).dt.days / 365.25
# Tenure_Years sütununu kontrol etme
print(df[['Tenure', 'Tenure_Years']].head())
Tenure Tenure_Years 0 2016-11-08 7.967146 1 2016-11-08 7.967146 2 2016-06-12 8.375086 3 2015-10-11 9.045859 4 2015-10-11 9.045859
C:\Users\cengi\AppData\Local\Temp\ipykernel_3512\3560089728.py:10: FutureWarning: The parsing of 'now' in pd.to_datetime without `utc=True` is deprecated. In a future version, this will match Timestamp('now') and Timestamp.now()
df['Tenure_Years'] = (pd.to_datetime('now') - df['Tenure']).dt.days / 365.25
In [62]:
# Tenure ve toplam satışları hesaplama
tenure_sales = df.groupby('Tenure_Years').agg({'Sales': 'sum'}).reset_index()
# Görselleştirme
import matplotlib.pyplot as plt
plt.figure(figsize=(10, 5))
plt.plot(tenure_sales['Tenure_Years'], tenure_sales['Sales'], marker='o', linestyle='-', color='green')
plt.title('Tenure vs Total Sales')
plt.xlabel('Tenure (Years)')
plt.ylabel('Total Sales')
plt.grid()
plt.show()
In [63]:
# Tenure ve toplam karlılığı hesaplama
tenure_profit = df.groupby('Tenure_Years').agg({'Profit': 'sum'}).reset_index()
# Görselleştirme
plt.figure(figsize=(10, 5))
plt.plot(tenure_profit['Tenure_Years'], tenure_profit['Profit'], marker='o', linestyle='-', color='blue')
plt.title('Tenure vs Total Profit')
plt.xlabel('Tenure (Years)')
plt.ylabel('Total Profit')
plt.grid()
plt.show()
In [66]:
# Eyalet bazında toplam satış ve kâr hesaplama
state_profit_loss = df.groupby('State').agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Kar/Zarar hesaplama
state_profit_loss['Total_Loss'] = state_profit_loss['Total_Profit'].apply(lambda x: -x if x < 0 else 0)
state_profit_loss['Net_Profit'] = state_profit_loss['Total_Profit'] + state_profit_loss['Total_Loss']
# Görselleştirme
plt.figure(figsize=(15, 7))
plt.bar(state_profit_loss['State'], state_profit_loss['Net_Profit'], color='lightblue')
plt.title('Net Profit by State')
plt.xlabel('State')
plt.ylabel('Net Profit')
plt.xticks(rotation=45)
plt.axhline(0, color='red', linewidth=1) # Kırmızı çizgi sıfır noktasını gösterir
plt.grid(axis='y')
plt.show()
# Sonuçları yazdır
print(state_profit_loss.sort_values(by='Net_Profit', ascending=False))
State Total_Sales Total_Profit Total_Loss Net_Profit 3 California 401269.7977 63699.93770 0.00000 63699.93770 30 New York 243019.2520 45710.87688 0.00000 45710.87688 45 Washington 110751.8180 19498.16726 0.00000 19498.16726 20 Michigan 56558.5840 13667.75108 0.00000 13667.75108 44 Virginia 53375.6204 11815.07500 0.00000 11815.07500 9 Georgia 39580.8160 9699.82768 0.00000 9699.82768 15 Kentucky 32765.7160 8037.04670 0.00000 8037.04670 12 Indiana 34129.1936 7997.05674 0.00000 7997.05674 47 Wisconsin 29677.3552 6709.75026 0.00000 6709.75026 19 Massachusetts 28039.7676 6259.11076 0.00000 6259.11076 28 New Jersey 24598.4180 5962.68098 0.00000 5962.68098 18 Maryland 22010.2606 5378.05922 0.00000 5378.05922 21 Minnesota 19645.8660 4592.22732 0.00000 4592.22732 6 Delaware 16856.6074 4473.34786 0.00000 4473.34786 34 Oklahoma 19104.4976 4201.69370 0.00000 4201.69370 0 Alabama 17490.6184 3894.29612 0.00000 3894.29612 5 Connecticut 13384.3570 3433.44232 0.00000 3433.44232 23 Missouri 15315.3168 3363.31482 0.00000 3363.31482 2 Arkansas 11304.0692 3340.04338 0.00000 3340.04338 22 Mississippi 9761.1792 3019.00478 0.00000 3019.00478 37 Rhode Island 16769.2712 2983.97294 0.00000 2983.97294 42 Utah 11140.0252 2284.24698 0.00000 2284.24698 16 Louisiana 8886.7284 2084.19518 0.00000 2084.19518 26 Nevada 12120.9228 1844.98588 0.00000 1844.98588 38 South Carolina 8211.5892 1592.96084 0.00000 1592.96084 25 Nebraska 6404.8892 1398.36708 0.00000 1398.36708 27 New Hampshire 6462.5332 1364.96942 0.00000 1364.96942 43 Vermont 5800.0184 1227.74362 0.00000 1227.74362 29 New Mexico 4783.5220 1157.11610 0.00000 1157.11610 13 Iowa 4579.7600 1035.95814 0.00000 1035.95814 31 North Carolina 44365.2810 887.67984 0.00000 887.67984 14 Kansas 2914.3100 836.44350 0.00000 836.44350 10 Idaho 4382.4860 813.60764 0.00000 813.60764 24 Montana 4009.3212 699.76574 0.00000 699.76574 7 District of Columbia 2865.0200 586.97288 0.00000 586.97288 17 Maine 1270.5300 454.48620 0.00000 454.48620 39 South Dakota 1315.5600 394.82830 0.00000 394.82830 8 Florida 63541.4568 383.79632 0.00000 383.79632 32 North Dakota 919.9100 230.14970 0.00000 230.14970 46 West Virginia 1209.8240 185.92160 0.00000 185.92160 48 Wyoming 1419.9192 100.19600 0.00000 100.19600 33 Ohio 73317.1610 -4768.05418 4768.05418 0.00000 35 Oregon 17364.0292 -659.21680 659.21680 0.00000 36 Pennsylvania 98743.0672 -8307.90464 8307.90464 0.00000 1 Arizona 34821.9602 -704.51704 704.51704 0.00000 40 Tennessee 28119.5190 -839.97346 839.97346 0.00000 41 Texas 152991.1850 -9749.28770 9749.28770 0.00000 11 Illinois 75816.6014 -5759.97286 5759.97286 0.00000 4 Colorado 30414.0034 -1062.96154 1062.96154 0.00000
In [79]:
# Sıklık tablosu oluşturma
#frequent_items = apriori(basket_encoded, min_support=0.01, use_colnames=True) # min_support %1
In [80]:
# Sadece pozitif değerleri kontrol et
#print(df['Quantity'].describe())
In [82]:
import pandas as pd
import matplotlib.pyplot as plt
# Eyalet bazında toplam satış ve kâr hesaplama
state_profit_loss = df.groupby('State').agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Kar etmeyen eyaletleri bulma
unprofitable_states = state_profit_loss[state_profit_loss['Total_Profit'] < 0]
# Görselleştirme
plt.figure(figsize=(15, 7))
plt.bar(unprofitable_states['State'], unprofitable_states['Total_Profit'], color='red')
plt.title('Zarar Eden Eyaletler')
plt.xlabel('State')
plt.ylabel('Toplam Zarar')
plt.xticks(rotation=45)
plt.axhline(0, color='black', linewidth=1) # Kırmızı çizgi sıfır noktasını gösterir
plt.grid(axis='y')
plt.show()
# Sonuçları yazdır
print("Zarar eden eyaletler:")
print(unprofitable_states.sort_values(by='Total_Profit'))
# Ürün bazında toplam satış ve kâr hesaplama
product_profit_loss = df.groupby(['Product_Name', 'Category']).agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Kar etmeyen ürünleri bulma
unprofitable_products = product_profit_loss[product_profit_loss['Total_Profit'] < 0]
# Sonuçları yazdır
print("Zarar eden ürünler:")
print(unprofitable_products.sort_values(by='Total_Profit'))
# Kategori bazında toplam satış ve kâr hesaplama
category_profit_loss = df.groupby('Category').agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Kar etmeyen kategorileri bulma
unprofitable_categories = category_profit_loss[category_profit_loss['Total_Profit'] < 0]
# Sonuçları yazdır
print("Zarar eden kategoriler:")
print(unprofitable_categories.sort_values(by='Total_Profit'))
Zarar eden eyaletler:
State Total_Sales Total_Profit
41 Texas 152991.1850 -9749.28770
36 Pennsylvania 98743.0672 -8307.90464
11 Illinois 75816.6014 -5759.97286
33 Ohio 73317.1610 -4768.05418
4 Colorado 30414.0034 -1062.96154
40 Tennessee 28119.5190 -839.97346
1 Arizona 34821.9602 -704.51704
35 Oregon 17364.0292 -659.21680
Zarar eden ürünler:
Product_Name Category \
825 Hon 2090 �Pillow Soft� Series Mid Back Swivel/... Furniture
376 Bush Advantage Collection Racetrack Conference... Furniture
1366 SAFCO Commercial Wire Shelving, Black Office Supplies
1192 O'Sullivan Plantations 2-Door Library in Landv... Furniture
281 BPI Conference Tables Furniture
... ... ...
574 Eldon Gobal File Keepers Office Supplies
370 Brites Rubber Bands, 1 1/2 oz. Box Office Supplies
1359 Rubber Band Ball Office Supplies
67 Acco PRESSTEX Data Binder with Storage Hooks, ... Office Supplies
1300 Premier Electric Letter Opener Office Supplies
Total_Sales Total_Profit
825 5282.4240 -8.465648e+02
376 7209.2014 -6.900519e+02
1366 4199.4560 -6.354440e+02
1192 2946.3668 -6.303670e+02
281 2241.8675 -5.908432e+02
... ... ...
574 348.2200 -6.056000e-01
370 13.0680 -5.148000e-01
1359 58.3440 -2.992000e-01
67 62.9460 -1.614000e-01
1300 2641.6080 -7.105427e-15
[289 rows x 4 columns]
Zarar eden kategoriler:
Empty DataFrame
Columns: [Category, Total_Sales, Total_Profit]
Index: []
In [88]:
import pandas as pd
import matplotlib.pyplot as plt
# Tüm satırları görüntülemek için Pandas ayarını değiştirme
pd.set_option('display.max_rows', None) # Tüm satırları görüntüle
pd.set_option('display.max_columns', None) # Tüm sütunları görüntüle
# Eyalet bazında toplam satış ve kâr hesaplama
state_profit_loss = df.groupby('State').agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Kar etmeyen eyaletleri bulma
unprofitable_states = state_profit_loss[state_profit_loss['Total_Profit'] < 0]
# Zarar eden eyaletlerin listesi
print("Zarar eden eyaletler:")
print(unprofitable_states[['State', 'Total_Profit']])
# Zarar eden eyaletler için detaylı ürün analizi
for state in unprofitable_states['State']:
# Eyaletteki ürün bazında toplam satış ve kâr hesaplama
product_profit_loss = df[df['State'] == state].groupby(['Product_Name', 'Order_Date']).agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Kar etmeyen ürünleri bulma
unprofitable_products = product_profit_loss[product_profit_loss['Total_Profit'] < 0]
if not unprofitable_products.empty:
print(f"\nZarar eden ürünler için eyalet: {state}")
print(unprofitable_products[['Product_Name', 'Order_Date', 'Total_Sales', 'Total_Profit']])
# İlk 10 zarar eden ürünü seçme
top_10_unprofitable = unprofitable_products.nsmallest(10, 'Total_Profit')
# Görselleştirme: Zarar eden ürünlerin satışları
plt.figure(figsize=(12, 6))
plt.bar(top_10_unprofitable['Product_Name'], top_10_unprofitable['Total_Sales'], color='red')
plt.title(f'{state} Eyaletinde Zarar Eden Ürünlerin Satışları (İlk 10)')
plt.xlabel('Ürün Adı')
plt.ylabel('Toplam Satış')
plt.xticks(rotation=45)
plt.axhline(0, color='black', linewidth=1) # Kırmızı çizgi sıfır noktasını gösterir
plt.grid(axis='y')
plt.show()
else:
print(f"\n{state} eyaletinde zarar eden ürün yok.")
# Ayarları varsayılan haline geri döndürmek isterseniz:
# pd.reset_option('display.max_rows')
# pd.reset_option('display.max_columns')
Zarar eden eyaletler:
State Total_Profit
1 Arizona -704.51704
4 Colorado -1062.96154
11 Illinois -5759.97286
33 Ohio -4768.05418
35 Oregon -659.21680
36 Pennsylvania -8307.90464
40 Tennessee -839.97346
41 Texas -9749.28770
Zarar eden ürünler için eyalet: Arizona
Product_Name Order_Date \
2 2300 Heavy-Duty Transfer File Systems by Perma 2015-09-26
5 Acco Expandable Hanging Binders 2017-07-18
6 Acco Perma 3000 Stacking Storage Drawers 2014-12-09
7 Acco Recycled 2" Capacity Laser Printer Hangin... 2017-12-09
8 Accohide Poly Flexible Ring Binders 2015-07-10
14 Akro Stacking Bins 2017-09-19
15 Alliance Super-Size Bands, Assorted Sizes 2014-04-08
16 Aluminum Screw Posts 2015-06-18
20 Avery Durable Slant Ring Binders 2017-05-15
21 Avery Durable Slant Ring Binders With Label Ho... 2016-11-12
22 Avery Durable Slant Ring Binders, No Labels 2017-11-05
24 Avery Hole Reinforcements 2014-08-09
26 Belkin 19" Vented Equipment Shelf, Black 2015-06-15
27 Belkin 19" Vented Equipment Shelf, Black 2015-12-06
30 Belkin Standard 104 key USB Keyboard 2015-11-21
31 Bestar Classic Bookcase 2017-05-11
32 Bevis Boat-Shaped Conference Table 2015-07-26
33 Bevis Boat-Shaped Conference Table 2016-09-25
37 Bush Advantage Collection Racetrack Conference... 2016-04-22
38 Cardinal EasyOpen D-Ring Binders 2015-05-23
39 Cardinal EasyOpen D-Ring Binders 2017-11-10
40 Cardinal Slant-D Ring Binder, Heavy Gauge Vinyl 2014-12-13
41 Cardinal Slant-D Ring Binder, Heavy Gauge Vinyl 2016-12-19
42 Case Logic 2.4GHz Wireless Keyboard 2017-11-10
43 Chromcraft 48" x 96" Racetrack Double Pedestal... 2017-07-18
50 DYMO CardScan Personal V9 Business Card Scanner 2017-11-10
52 Eldon "L" Workstation Diamond Chairmat 2015-06-15
53 Eldon Delta Triangular Chair Mat, 52" x 58", C... 2014-08-08
61 Fellowes Bankers Box Staxonsteel Drawer File/S... 2017-11-24
62 Fellowes Bankers Box Stor/Drawer Steel Plus 2017-02-20
64 Fellowes Officeware Wire Shelving 2017-06-11
68 First Data FD10 PIN Pad 2015-08-17
71 GBC DocuBind 300 Electric Binding Machine 2014-12-27
72 GBC Recycled Grain Textured Covers 2017-11-24
73 GBC Standard Recycled Report Covers, Clear Pla... 2014-01-19
74 GBC Standard Recycled Report Covers, Clear Pla... 2016-03-08
75 GBC Standard Therm-A-Bind Covers 2016-07-10
76 GBC VeloBinder Electric Binding Machine 2015-09-26
77 GBC VeloBinder Electric Binding Machine 2017-06-08
80 Global Deluxe Steno Chair 2016-10-18
84 Global Low Back Tilter Chair 2014-12-20
90 High-Back Leather Manager's Chair 2017-07-18
91 Hon 2090 �Pillow Soft� Series Mid Back Swivel/... 2017-11-10
92 Hon 2111 Invitation Series Straight Table 2014-09-19
94 Hon Metal Bookcases, Black 2015-07-14
99 Ibico Ibimaster 300 Manual Binding System 2014-12-30
101 Imation�Clip USB�flash drive�- 8 GB 2015-08-17
102 Imation�Clip USB�flash drive�- 8 GB 2016-12-25
104 KI Adjustable-Height Table 2017-02-20
105 KI Conference Tables 2016-12-25
106 Kingston Digital DataTraveler 16GB USB 2.0 2014-10-02
108 Lesro Round Back Collection Coffee Table, End ... 2017-12-22
111 Lock-Up Easel 'Spel-Binder' 2015-09-26
112 Lock-Up Easel 'Spel-Binder' 2017-10-21
119 Memorex 25GB 6X Branded Blu-Ray Recordable Dis... 2014-11-30
123 Microsoft Natural Keyboard Elite 2014-07-23
141 O'Sullivan 4-Shelf Bookcase in Odessa Pine 2014-01-19
144 Office Star - Ergonomically Designed Knee Chair 2014-07-18
145 Office Star - Mesh Screen back chair with Viny... 2014-03-22
146 Panasonic KX MC6040 Color Laser Multifunction ... 2016-12-25
149 Peel & Stick Add-On Corner Pockets 2015-06-18
152 Plantronics MX500i Earset 2015-10-26
153 Plastic Binding Combs 2017-09-19
154 Poly Designer Cover & Back 2016-04-22
156 Premier Electric Letter Opener 2016-04-22
157 Premier Elliptical Ring Binder, Black 2016-10-02
161 Rogers Deluxe File Chest 2017-06-08
162 Round Ring Binders 2016-11-12
165 SAFCO Boltless Steel Shelving 2015-07-14
166 SAFCO Boltless Steel Shelving 2015-09-26
167 SAFCO PlanMaster Boards, 60w x 37-1/2d, White ... 2016-12-19
173 SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2017-11-12
174 SanDisk Ultra 64 GB MicroSDHC Class 10 Memory ... 2014-08-08
177 SpineVue Locking Slant-D Ring Binders by Cardinal 2014-06-22
182 Stiletto Hand Letter Openers 2014-10-02
183 Super Bands, 12/Pack 2014-08-09
184 Swingline SM12-08 MicroCut Jam Free Shredder 2017-10-16
187 Tenex V2T-RE Standard Weight Series Chair Mat,... 2017-11-12
192 UniKeep View Case Binders 2015-11-06
195 Vinyl Sectional Post Binders 2017-12-02
198 Wilson Jones Clip & Carry Folder Binder Tool f... 2016-12-19
199 Wilson Jones Custom Binder Spines & Labels 2014-07-23
200 Wilson Jones DublLock D-Ring Binders 2015-07-19
201 Wilson Jones Leather-Like Binders with DublLoc... 2017-09-07
202 Wilson Jones data.warehouse D-Ring Binders wit... 2017-01-23
Total_Sales Total_Profit
2 119.904 -1.49880
5 7.656 -6.12480
6 100.704 -1.25880
7 13.005 -9.97050
8 3.366 -2.24400
14 12.624 -2.52480
15 49.792 -11.82560
16 9.156 -6.10400
20 4.752 -3.16800
21 6.270 -4.59800
22 2.388 -1.83080
24 9.345 -6.54150
26 82.368 -19.56240
27 247.104 -58.68720
30 23.344 -1.45900
31 209.979 -172.60608
32 393.165 -172.60608
33 393.165 -172.60608
37 1272.630 -172.60608
38 19.194 -12.79600
39 38.388 -25.59200
40 5.214 -4.17120
41 5.214 -4.17120
42 239.952 -35.99280
43 801.600 -172.60608
50 95.994 -63.99600
52 364.704 -36.47040
53 121.376 -3.03440
61 415.872 -41.58720
62 51.168 -6.39600
64 215.592 -48.50820
68 252.800 -31.60000
71 946.764 -172.60608
72 20.724 -15.19760
73 32.340 -23.71600
74 9.702 -7.11480
75 44.856 -35.88480
76 72.588 -48.39200
77 72.588 -48.39200
80 307.920 -34.64100
84 242.352 -42.41160
90 311.976 -42.89670
91 899.136 -146.10960
92 73.915 -45.82730
94 127.764 -172.60608
99 551.985 -172.60608
101 30.080 -5.26400
102 45.120 -7.89600
104 386.910 -172.60608
105 35.445 -24.10260
106 7.160 -0.08950
108 182.550 -135.08700
111 77.031 -59.05710
112 8.559 -6.56190
119 102.240 -16.61400
123 479.040 -29.94000
141 181.470 -172.60608
144 259.136 -25.91360
145 314.352 -35.36460
146 269.970 -172.60608
149 4.536 -3.32640
152 68.720 -14.60300
153 18.180 -13.93800
154 28.485 -20.88900
156 185.376 -34.75800
157 54.792 -40.18080
161 35.168 -8.35240
162 4.368 -3.34880
165 272.736 -64.77480
166 363.648 -86.36640
167 455.970 -172.60608
173 62.352 -10.91160
174 95.976 -10.79730
177 8.226 -6.03240
182 15.360 -3.26400
183 4.464 -0.94860
184 599.985 -172.60608
187 113.568 -5.67840
192 4.401 -3.52080
195 67.860 -45.24000
198 10.440 -7.65600
199 8.160 -5.71200
200 2.025 -1.35000
201 7.857 -6.02370
202 4.938 -3.62120
Zarar eden ürünler için eyalet: Colorado
Product_Name Order_Date \
8 Aluminum Screw Posts 2017-12-02
9 Atlantic Metals Mobile 2-Shelf Bookcases, Cust... 2016-03-19
10 Atlantic Metals Mobile 4-Shelf Bookcases, Cust... 2015-12-24
11 Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2017-09-23
14 Avery Durable Slant Ring Binders, No Labels 2017-05-05
15 Avery Framed View Binder, EZD Ring (Locking), ... 2016-10-06
17 Avery Reinforcements for Hole-Punch Pages 2017-12-28
18 Avery Trapezoid Extra Heavy Duty 4" Binders 2014-06-21
19 Avery Trapezoid Ring Binder, 3" Capacity, Blac... 2015-11-13
22 Bagged Rubber Bands 2017-12-30
26 Belkin Standard 104 key USB Keyboard 2015-05-10
27 Bestar Classic Bookcase 2017-05-05
28 Bevis Rectangular Conference Tables 2014-11-18
29 Bevis Rectangular Conference Tables 2015-12-11
30 BoxOffice By Design Rectangular and Half-Moon ... 2014-08-03
32 Bush Westfield Collection Bookcases, Dark Cher... 2015-12-11
33 Bush Westfield Collection Bookcases, Dark Cher... 2016-10-10
35 Cardinal Holdit Business Card Pockets 2017-04-17
36 Carina Media Storage Towers in Natural & Black 2017-06-17
45 Deflect-o DuraMat Lighweight, Studded, Beveled... 2015-11-13
50 Eldon ClusterMat Chair Mat with Cordless Antis... 2014-12-26
60 Fellowes Strictly Business Drawer File, Letter... 2016-07-18
61 GBC DocuBind P50 Personal Binding Machine 2017-09-28
62 GBC Durable Plastic Covers 2016-05-20
63 GBC Standard Therm-A-Bind Covers 2016-05-30
64 GBC Twin Loop Wire Binding Elements 2016-07-08
65 GBC VeloBinder Manual Binding System 2017-04-17
70 Global Highback Leather Tilter in Burgundy 2015-10-25
75 Gould Plastics 18-Pocket Panel Bin, 34w x 5-1/... 2017-09-28
79 Hon 4-Shelf Metal Bookcases 2017-12-02
82 Hon 5100 Series Wood Tables 2016-10-13
86 Ibico Laser Imprintable Binding System Covers 2014-12-26
88 Imation�8GB Mini TravelDrive USB 2.0�Flash Drive 2017-01-14
89 Insertable Tab Post Binder Dividers 2017-04-17
99 Lexmark MX611dhe Monochrome Laser Printer 2017-04-17
100 Lexmark S315 Color Inkjet Printer 2015-10-30
102 Logitech K350 2.4Ghz Wireless Keyboard 2015-11-13
103 Logitech Keyboard K120 2015-12-11
106 Macally Suction Cup Mount 2017-12-02
108 Martin Yale Chadless Opener Electric Letter Op... 2017-03-13
118 O'Sullivan 2-Shelf Heavy-Duty Bookcases 2017-12-19
120 Office Star - Ergonomic Mid Back Chair with 2-... 2017-10-22
122 Perma STOR-ALL Hanging File Box, 13 1/8"W x 12... 2016-07-08
123 Premium Transparent Presentation Covers by GBC 2016-08-15
126 Recycled Easel Ring Binders 2016-10-06
127 Recycled Pressboard Report Cover with Reinforc... 2015-01-06
128 Recycled Pressboard Report Cover with Reinforc... 2017-12-01
131 Round Ring Binders 2016-07-18
132 Rubbermaid ClusterMat Chairmats, Mat Size- 66"... 2016-06-17
137 Sauder Barrister Bookcases 2015-11-20
140 Sensible Storage WireTech Storage Systems 2016-09-24
148 Storex Flexible Poly Binders with Double Pockets 2016-05-30
149 Storex Flexible Poly Binders with Double Pockets 2017-10-22
151 Tennsco 6- and 18-Compartment Lockers 2014-03-10
152 Tennsco Industrial Shelving 2017-12-19
153 Tennsco Regal Shelving Units 2016-12-11
158 Vinyl Sectional Post Binders 2016-05-30
159 WD My Passport Ultra 1TB Portable External Har... 2016-12-02
162 Wilson Jones 1" Hanging DublLock Ring Binders 2014-06-21
163 Wilson Jones 14 Line Acrylic Coated Pressboard... 2015-11-20
164 Wilson Jones Active Use Binders 2016-07-08
165 Wilson Jones Custom Binder Spines & Labels 2015-11-20
166 Wilson Jones Easy Flow II Sheet Lifters 2015-09-28
167 Wilson Jones Impact Binders 2016-04-24
179 Zebra GK420t Direct Thermal/Thermal Transfer P... 2016-10-06
180 iOttie HLCRIO102 Car Mount 2016-10-10
Total_Sales Total_Profit
8 36.6240 -24.41600
9 72.2940 -98.80180
10 590.0580 -172.60608
11 180.5880 -172.60608
14 9.5520 -7.32320
15 11.9760 -9.18160
17 1.1880 -0.99000
18 25.1640 -16.77600
19 36.8820 -25.81740
22 3.0240 -0.60480
26 46.6880 -2.91800
27 89.9910 -152.98470
28 145.9800 -99.26640
29 364.9500 -172.60608
30 218.7500 -161.87500
32 69.5760 -143.79040
33 90.8820 -172.60608
35 8.9640 -6.57360
36 146.3520 -32.92920
45 102.3600 -3.83850
50 218.3520 -24.56460
60 338.0400 -33.80400
61 76.7760 -58.86160
62 40.6350 -32.50800
63 14.9520 -11.96160
64 19.9680 -13.31200
65 21.5940 -15.83560
70 582.3360 -29.11680
75 147.1840 -29.43680
79 242.3520 -172.60608
82 727.4500 -172.60608
86 78.6000 -62.88000
88 169.0640 -14.79310
89 12.0300 -9.22300
99 1419.9192 -172.60608
100 59.9940 -45.99540
102 238.8960 -26.87580
103 58.0800 -6.53400
106 57.3600 -14.34000
108 1332.4960 -172.60608
118 102.0180 -172.60608
120 579.1360 -28.95680
122 33.4880 -1.25580
123 18.8820 -13.84680
126 17.9040 -14.92000
127 1.9380 -1.35660
128 6.7830 -4.74810
131 1.8720 -1.43520
132 266.3520 -13.31760
137 145.7640 -172.60608
140 511.0560 -95.82300
148 2.3760 -1.90080
149 3.1680 -2.53440
151 636.4080 -15.91020
152 78.2560 -17.60760
153 243.3840 -51.71910
158 22.6200 -15.08000
159 165.6000 -6.21000
162 11.0880 -8.13120
163 9.6120 -7.36920
164 8.7360 -6.11520
165 4.8960 -3.42720
166 1.0800 -0.79200
167 3.1080 -2.17560
179 703.7100 -172.60608
180 15.9920 -2.99850
Zarar eden ürünler için eyalet: Illinois
Product_Name Order_Date \
3 12-1/2 Diameter Round Wall Clock 2017-06-09
5 36X48 HARDFLOOR CHAIRMAT 2016-05-27
6 3M Hangers With Command Adhesive 2017-12-28
7 3M Replacement Filter for Office Air Cleaner f... 2015-12-10
9 Acco D-Ring Binder w/DublLock 2014-07-14
10 Acco Data Flex Cable Posts For Top & Bottom Lo... 2017-04-24
15 Acco Recycled 2" Capacity Laser Printer Hangin... 2016-05-17
16 Acco Smartsocket Color-Coded Six-Outlet AC Ada... 2016-05-03
17 Acco Translucent Poly Ring Binders 2015-09-20
18 Accohide Poly Flexible Ring Binders 2015-10-01
44 Atlantic Metals Mobile 3-Shelf Bookcases, Cust... 2015-07-20
45 Avanti 4.4 Cu. Ft. Refrigerator 2015-03-05
56 Avery Arch Ring Binders 2014-05-11
57 Avery Binding System Hidden Tab Executive Styl... 2016-09-19
58 Avery Durable Binders 2015-07-20
59 Avery Durable Binders 2016-01-30
60 Avery Durable Binders 2017-06-17
61 Avery Durable Slant Ring Binders 2016-03-21
62 Avery Durable Slant Ring Binders With Label Ho... 2016-06-21
63 Avery Durable Slant Ring Binders, No Labels 2017-05-22
66 Avery Flip-Chart Easel Binder, Black 2014-02-06
69 Avery Framed View Binder, EZD Ring (Locking), ... 2014-11-22
70 Avery Heavy-Duty EZD View Binder with Locking ... 2014-09-07
71 Avery Heavy-Duty EZD View Binder with Locking ... 2014-12-14
72 Avery Heavy-Duty EZD View Binder with Locking ... 2015-05-24
73 Avery Hidden Tab Dividers for Binding Systems 2016-08-29
74 Avery Hidden Tab Dividers for Binding Systems 2017-02-25
76 Avery Poly Binder Pockets 2017-07-21
77 Avery Premier Heavy-Duty Binder with Round Loc... 2015-03-08
78 Avery Recycled Flexi-View Covers for Binding S... 2017-11-05
79 Avery Trapezoid Ring Binder, 3" Capacity, Blac... 2014-06-06
82 BPI Conference Tables 2014-11-18
83 BPI Conference Tables 2017-11-19
84 Balt Split Level Computer Training Table 2017-01-30
85 Belkin 19" Center-Weighted Shelf, Gray 2017-09-02
86 Belkin 19" Vented Equipment Shelf, Black 2014-07-26
87 Belkin 19" Vented Equipment Shelf, Black 2015-11-28
88 Belkin 19" Vented Equipment Shelf, Black 2017-06-13
89 Belkin 6 Outlet Metallic Surge Strip 2016-12-09
90 Belkin 7-Outlet SurgeMaster Home Series 2017-09-02
91 Belkin 8 Outlet SurgeMaster II Gold Surge Prot... 2017-10-21
93 Belkin F9S820V06 8 Outlet Surge 2017-07-09
94 Belkin Standard 104 key USB Keyboard 2014-12-14
96 Bevis 44 x 96 Conference Tables 2014-09-20
97 Bevis Oval Conference Table, Walnut 2017-10-09
98 Bevis Rectangular Conference Tables 2016-03-06
99 Bevis Round Conference Table Top, X-Base 2014-06-07
101 Binder Posts 2017-08-19
103 Bionaire 99.97% HEPA Air Cleaner 2014-12-06
109 BoxOffice By Design Rectangular and Half-Moon ... 2017-09-08
110 Bretford CR8500 Series Meeting Room Furniture 2016-09-08
111 Bretford �Just In Time� Height-Adjustable Mult... 2016-01-30
113 Bush Birmingham Collection Bookcase, Dark Cherry 2017-09-04
114 Bush Heritage Pine Collection 5-Shelf Bookcase... 2014-09-20
115 Bush Westfield Collection Bookcases, Fully Ass... 2016-12-23
116 C-Line Cubicle Keepers Polyproplyene Holder Wi... 2017-05-18
120 Cardinal HOLDit! Binder Insert Strips,Extra St... 2016-05-21
121 Cardinal Hold-It CD Pocket 2016-12-16
122 Cardinal Slant-D Ring Binder, Heavy Gauge Vinyl 2014-12-26
123 Carina Media Storage Towers in Natural & Black 2017-04-17
124 Catalog Binders with Expanding Posts 2017-07-21
125 Catalog Binders with Expanding Posts 2017-10-14
126 Chromcraft 48" x 96" Racetrack Double Pedestal... 2017-02-17
127 Chromcraft Bull-Nose Wood Round Conference Tab... 2017-06-09
128 Chromcraft Rectangular Conference Tables 2014-05-30
133 Commercial WindTunnel Clean Air Upright Vacuum... 2016-03-06
135 Computer Printout Index Tabs 2017-12-28
137 Contemporary Wood/Metal Frame 2017-11-23
138 Contract Clock, 14", Brown 2014-06-03
139 Contract Clock, 14", Brown 2017-07-20
141 DAX Charcoal/Nickel-Tone Document Frame, 5 x 7 2016-11-12
142 DAX Cubicle Frames - 8x10 2016-10-23
143 DAX Metal Frame, Desktop, Stepped-Edge 2015-09-27
144 DAX Wood Document Frame 2014-12-27
145 DAX Wood Document Frame. 2014-11-11
147 DMI Arturo Collection Mission-style Design Woo... 2017-04-20
148 Dana Swing-Arm Lamps 2014-11-18
149 Dana Swing-Arm Lamps 2014-12-15
150 Dax Clear Box Frame 2017-10-13
151 Deflect-o DuraMat Antistatic Studded Beveled M... 2016-09-02
156 Eldon "L" Workstation Diamond Chairmat 2015-11-28
157 Eldon 100 Class Desk Accessories 2015-11-28
158 Eldon 100 Class Desk Accessories 2016-06-04
159 Eldon Cleatmat Chair Mats for Medium Pile Carpets 2017-02-03
160 Eldon Cleatmat Chair Mats for Medium Pile Carpets 2017-04-20
161 Eldon Cleatmat Plus Chair Mats for High Pile C... 2016-03-06
162 Eldon ClusterMat Chair Mat with Cordless Antis... 2015-01-17
163 Eldon Delta Triangular Chair Mat, 52" x 58", C... 2016-04-28
164 Eldon Expressions Wood Desk Accessories, Oak 2017-06-12
165 Eldon Im�ge Series Desk Accessories, Clear 2015-11-13
167 Eldon Wave Desk Accessories 2015-03-05
168 Electrix Halogen Magnifier Lamp 2017-12-11
169 Electrix Incandescent Magnifying Lamp, Black 2014-05-25
172 Euro Pro Shark Stick Mini Vacuum 2017-09-23
173 Executive Impressions 12" Wall Clock 2016-09-08
174 Executive Impressions 13" Clairmont Wall Clock 2017-02-16
175 Executive Impressions 16-1/2" Circular Wall Clock 2016-05-31
176 Fellowes Bankers Box Stor/Drawer Steel Plus 2016-04-21
177 Fellowes Basic Home/Office Series Surge Protec... 2015-05-21
178 Fellowes Binding Cases 2017-06-17
179 Fellowes Black Plastic Comb Bindings 2014-03-31
181 Fellowes PB500 Electric Punch Plastic Comb Bin... 2017-09-10
182 Fellowes Presentation Covers for Comb Binding ... 2014-05-27
183 Fellowes Stor/Drawer Steel Plus Storage Drawers 2014-11-18
184 Fellowes Super Stor/Drawer Files 2014-11-24
185 Flat Face Poster Frame 2016-05-17
186 Flat Face Poster Frame 2016-07-07
187 Flat Face Poster Frame 2017-05-18
188 Flexible Leather- Look Classic Collection Ring... 2015-11-15
189 Floodlight Indoor Halogen Bulbs, 1 Bulb per Pa... 2015-07-12
190 G.E. Halogen Desk Lamp Bulbs 2016-05-27
191 G.E. Longer-Life Indoor Recessed Floodlight Bulbs 2017-12-28
192 GBC Clear Cover, 8-1/2 x 11, unpunched, 25 cov... 2017-01-29
193 GBC Instant Report Kit 2015-10-22
194 GBC Laser Imprintable Binding System Covers, D... 2016-07-23
195 GBC Linen Binding Covers 2017-04-30
196 GBC Premium Transparent Covers with Diagonal L... 2017-11-26
197 GBC ProClick 150 Presentation Binding System 2016-09-24
198 GBC Standard Plastic Binding Systems Combs 2014-01-04
199 GBC Standard Plastic Binding Systems Combs 2014-02-21
200 GBC Twin Loop Wire Binding Elements, 9/16" Spi... 2017-06-08
201 GBC Twin Loop Wire Binding Elements, 9/16" Spi... 2017-10-14
202 GBC VeloBind Cover Sets 2014-12-14
203 GBC VeloBinder Electric Binding Machine 2017-10-13
204 GBC White Gloss Covers, Plain Front 2014-11-18
209 Global Armless Task Chair, Royal Blue 2015-04-25
210 Global Chrome Stack Chair 2016-11-11
211 Global Commerce Series High-Back Swivel/Tilt C... 2014-11-11
212 Global Commerce Series Low-Back Swivel/Tilt Ch... 2014-05-26
213 Global Commerce Series Low-Back Swivel/Tilt Ch... 2016-06-27
214 Global Deluxe High-Back Manager's Chair 2017-02-16
215 Global Enterprise Series Seating High-Back Swi... 2017-06-30
216 Global Ergonomic Managers Chair 2016-07-07
217 Global High-Back Leather Tilter, Burgundy 2014-10-03
218 Global High-Back Leather Tilter, Burgundy 2015-05-24
219 Global Highback Leather Tilter in Burgundy 2016-05-31
220 Global Highback Leather Tilter in Burgundy 2017-11-18
221 Global Leather Highback Executive Chair with P... 2016-03-29
222 Global Leather and Oak Executive Chair, Black 2014-08-20
223 Global Manager's Adjustable Task Chair, Storm 2016-12-27
224 Global Push Button Manager's Chair, Indigo 2015-07-12
225 Global Stack Chair with Arms, Black 2016-02-16
226 Global Stack Chair without Arms, Black 2017-10-12
227 Global Super Steno Chair 2017-06-13
228 Global Task Chair, Black 2017-05-28
229 Global Troy Executive Leather Low-Back Tilter 2016-09-19
230 Global Value Mid-Back Manager's Chair, Gray 2015-04-30
231 Global Value Steno Chair, Gray 2015-09-13
232 Global Wood Trimmed Manager's Task Chair, Khaki 2015-07-02
234 GuestStacker Chair with Chrome Finish Legs 2017-09-24
235 GuestStacker Chair with Chrome Finish Legs 2017-12-11
239 Harmony Air Purifier 2014-05-25
240 Heavy-Duty E-Z-D Binders 2016-05-03
243 High-Back Leather Manager's Chair 2017-05-22
244 Holmes Odor Grabber 2015-08-23
246 Hon 4-Shelf Metal Bookcases 2014-11-18
247 Hon 4070 Series Pagoda Armless Upholstered Sta... 2015-07-02
248 Hon 4700 Series Mobuis Mid-Back Task Chairs wi... 2016-09-26
249 Hon 61000 Series Interactive Training Tables 2017-10-09
250 Hon Comfortask Task/Swivel Chairs 2017-10-10
251 Hon Every-Day Series Multi-Task Chairs 2017-07-22
252 Hon Rectangular Conference Tables 2015-06-22
253 Honeywell Enviracaire Portable Air Cleaner for... 2016-02-16
254 Hoover Shoulder Vac Commercial Portable Vacuum 2015-06-08
255 Howard Miller 11-1/2" Diameter Brentwood Wall ... 2015-11-16
256 Howard Miller 11-1/2" Diameter Grantwood Wall ... 2015-12-21
257 Howard Miller 11-1/2" Diameter Ridgewood Wall ... 2015-12-17
258 Howard Miller 12-3/4 Diameter Accuwave DS Wal... 2014-12-13
259 Howard Miller 13" Diameter Goldtone Round Wall... 2017-12-14
263 Ibico Covers for Plastic or Wire Binding Elements 2014-12-06
264 Ibico EPK-21 Electric Binding System 2017-12-07
265 Ibico Hi-Tech Manual Binding System 2014-09-07
266 Ibico Hi-Tech Manual Binding System 2017-06-24
267 Ibico Presentation Index for Binding Systems 2016-08-04
270 Insertable Tab Indexes For Data Binders 2016-09-11
271 Insertable Tab Post Binder Dividers 2016-05-06
275 KI Adjustable-Height Table 2014-12-06
276 KI Conference Tables 2016-06-04
277 Kensington 4 Outlet MasterPiece Compact Power ... 2016-04-21
278 Kensington 7 Outlet MasterPiece HOMEOFFICE Pow... 2014-09-14
283 Kingston Digital DataTraveler 16GB USB 2.0 2016-06-30
284 Kingston Digital DataTraveler 32GB USB 2.0 2017-09-02
285 Kingston Digital DataTraveler 8GB USB 2.0 2016-12-09
289 Lesro Round Back Collection Coffee Table, End ... 2017-10-19
290 Logitech Desktop MK120 Mouse and keyboard Combo 2016-05-06
291 Logitech Desktop MK120 Mouse and keyboard Combo 2017-12-14
293 Logitech Keyboard K120 2015-04-16
302 Luxo Professional Fluorescent Magnifier Lamp w... 2016-06-04
303 Master Caster Door Stop, Gray 2017-12-14
304 Master Caster Door Stop, Large Brown 2014-12-29
305 Master Caster Door Stop, Large Neon Orange 2017-04-20
328 Novimex Swivel Fabric Task Chair 2014-03-01
329 Nu-Dell Float Frame 11 x 14 1/2 2014-12-06
330 O'Sullivan Cherrywood Estates Traditional Barr... 2015-07-20
331 O'Sullivan Elevations Bookcase, Cherry Finish 2017-08-03
332 Office Star - Contemporary Task Swivel chair w... 2015-03-30
333 Okidata C610n Printer 2016-09-02
334 OtterBox Commuter Series Case - Samsung Galaxy S4 2017-09-23
336 Padded Folding Chairs, Black, 4/Carton 2017-12-28
339 Peel & Stick Add-On Corner Pockets 2016-03-06
340 Performers Binder/Pad Holder, Black 2015-03-05
341 Performers Binder/Pad Holder, Black 2016-04-21
343 Plantronics MX500i Earset 2017-03-13
348 Premier Elliptical Ring Binder, Black 2017-09-03
349 Pressboard Covers with Storage Hooks, 9 1/2" x... 2014-10-14
350 Pressboard Covers with Storage Hooks, 9 1/2" x... 2016-09-30
359 Recycled Easel Ring Binders 2014-12-22
363 Rogers Deluxe File Chest 2014-12-06
364 Rogers Deluxe File Chest 2016-09-02
365 Rogers Jumbo File, Granite 2014-12-19
366 Rubbermaid ClusterMat Chairmats, Mat Size- 66"... 2017-12-14
367 SAFCO Boltless Steel Shelving 2014-01-04
368 SAFCO Commercial Wire Shelving, 72h 2016-11-27
369 SAFCO Commercial Wire Shelving, Black 2014-09-22
370 SAFCO Commercial Wire Shelving, Black 2015-04-25
371 SAFCO Folding Chair Trolley 2017-03-13
373 SAFCO Optional Arm Kit for Workspace Cribbage ... 2014-11-16
374 Safco Industrial Wire Shelving 2016-04-18
375 Safco Industrial Wire Shelving 2017-11-13
376 Safco Industrial Wire Shelving System 2017-04-24
382 SanDisk Ultra 64 GB MicroSDHC Class 10 Memory ... 2016-08-29
385 Satellite Sectional Post Binders 2014-10-20
386 Sauder Facets Collection Library, Sky Alder Fi... 2015-12-20
387 Sauder Inglewood Library Bookcases 2015-03-24
391 Seth Thomas 13 1/2" Wall Clock 2017-06-30
392 Seth Thomas 16" Steel Case Clock 2017-08-26
393 Shocksock Galaxy S4 Armband 2014-12-06
394 SlimView Poly Binder, 3/8" 2017-03-31
402 Staple holder 2014-12-02
404 Staple remover 2015-11-15
405 Staple-based wall hangings 2015-05-04
406 Staple-based wall hangings 2016-06-04
413 Sterilite Show Offs Storage Containers 2015-12-27
414 Storex Dura Pro Binders 2015-05-31
415 Storex Dura Pro Binders 2017-05-28
416 Storex DuraTech Recycled Plastic Frosted Binders 2017-06-16
417 Tenex "The Solids" Textured Chair Mats 2016-09-03
418 Tenex Chairmat w/ Average Lip, 45" x 53" 2016-11-29
419 Tenex Chairmats For Use with Hard Floors 2014-12-29
425 Tenex Traditional Chairmats for Hard Floors, A... 2015-05-31
427 Tennsco Double-Tier Lockers 2015-12-17
428 Tennsco Lockers, Gray 2017-02-16
434 Tripp Lite Isotel 8 Ultra 8 Outlet Metal Surge 2015-05-10
435 Tripp Lite TLP810NET Broadband Surge for Modem... 2014-12-09
436 Tuff Stuff Recycled Round Ring Binders 2015-07-12
439 Vinyl Sectional Post Binders 2015-09-27
444 Wilson Jones 1" Hanging DublLock Ring Binders 2017-07-21
445 Wilson Jones Century Plastic Molded Ring Binders 2014-06-07
446 Wilson Jones Easy Flow II Sheet Lifters 2016-12-19
447 Wilson Jones Easy Flow II Sheet Lifters 2017-08-29
448 Wilson Jones International Size A4 Ring Binders 2017-12-23
449 Wilson Jones Standard D-Ring Binders 2017-06-22
450 Wilson Jones Turn Tabs Binder Tool for Ring Bi... 2014-11-18
490 XtraLife ClearVue Slant-D Ring Binder, White, 3" 2016-09-03
491 XtraLife ClearVue Slant-D Ring Binders by Card... 2016-11-13
Total_Sales Total_Profit
3 23.9760 -14.38560
5 25.1760 -33.35820
6 2.9600 -1.40600
7 53.0880 -108.83040
9 29.9320 -46.39460
10 10.4300 -18.25250
15 2.8900 -4.76850
16 26.4060 -71.29620
17 2.8080 -4.49280
18 2.9920 -4.48800
44 913.4300 -52.19600
45 180.9800 -172.60608
56 104.5800 -172.55700
57 2.3080 -3.46200
58 2.8800 -4.46400
59 1.7280 -2.67840
60 2.3040 -3.57120
61 3.1680 -4.75200
62 0.8360 -1.33760
63 1.5920 -2.62680
66 8.9520 -14.77080
69 9.9800 -16.46700
70 3.8280 -6.50760
71 5.1040 -8.67680
72 7.6560 -13.01520
73 1.7880 -3.03960
74 1.7880 -3.03960
76 2.8640 -4.58240
77 8.5680 -14.56560
78 16.0300 -25.64800
79 24.5880 -38.11140
82 292.1000 -172.60608
83 219.0750 -131.44500
84 69.3750 -47.17500
85 235.9200 -44.23500
86 123.5520 -29.34360
87 82.3680 -19.56240
88 164.7360 -39.12480
89 4.3560 -11.76120
90 5.5880 -15.08760
91 23.9920 -62.37920
93 58.4640 -146.16000
94 35.0160 -2.18850
96 617.7000 -172.60608
97 652.4500 -172.60608
98 145.9800 -99.26640
99 268.9350 -172.60608
101 2.2960 -3.90320
103 14.0160 -31.53600
109 765.6250 -172.60608
110 601.4700 -172.60608
111 626.1000 -172.60608
113 825.1740 -117.88200
114 493.4300 -70.49000
115 141.3720 -14.13720
116 1.8920 -0.99330
120 3.7980 -5.88690
121 4.7880 -7.90020
122 8.6900 -14.77300
123 195.1360 -43.90560
124 94.1920 -164.83600
125 13.4560 -23.54800
126 480.9600 -172.60608
127 108.9250 -71.89050
128 355.4550 -172.60608
133 2.3340 -6.30180
135 1.6800 -2.68800
137 6.4640 -4.04000
138 61.5440 -40.00360
139 8.7920 -5.71480
141 22.7520 -8.53200
142 16.1560 -12.11700
143 24.2880 -12.75120
144 32.9520 -19.77120
145 10.9840 -7.96340
147 317.0580 -18.11760
148 8.5440 -7.47600
149 8.5440 -7.47600
150 10.4760 -6.80940
151 84.2720 -75.84480
156 151.9600 -172.60608
157 12.1320 -8.49240
158 4.0440 -2.83080
159 22.2000 -26.08500
160 44.4000 -52.17000
161 159.0400 -172.60608
162 254.7440 -172.60608
163 30.3440 -31.86120
164 8.8560 -6.86340
165 17.4960 -7.43580
167 4.7120 -1.88480
168 77.7200 -66.06200
169 29.3200 -24.18900
172 73.1760 -172.60608
173 14.1360 -7.77480
174 7.6920 -3.65370
175 32.0640 -12.82560
176 102.3360 -12.79200
177 20.7680 -52.95840
178 9.3600 -16.38000
179 8.1340 -13.82780
181 762.5940 -172.60608
182 17.4600 -30.55500
183 381.7200 -66.80100
184 646.2000 -8.07750
185 22.6080 -10.17360
186 60.2880 -27.12960
187 22.6080 -10.17360
188 11.3640 -17.04600
189 7.7600 -2.13400
190 5.5840 -1.67520
191 7.9680 -2.39040
192 12.1280 -20.61760
193 5.1760 -7.76400
194 11.4160 -18.83640
195 43.3720 -69.39520
196 33.5680 -53.70880
197 442.3720 -172.60608
198 3.5400 -5.48700
199 8.8500 -13.71750
200 12.1760 -18.87280
201 27.3960 -42.46380
202 9.2640 -13.89600
203 96.7840 -145.17600
204 14.4800 -23.89200
209 128.0580 -23.78220
210 47.9920 -2.05680
211 797.9440 -56.99600
212 359.7720 -5.13960
213 539.6580 -7.70940
214 600.5580 -8.57940
215 569.0580 -172.60608
216 253.3720 -14.47840
217 258.2790 -70.10430
218 602.6510 -163.57670
219 191.0790 -38.21580
220 127.3860 -25.47720
221 844.1160 -36.17640
222 421.3720 -6.01960
223 845.4880 -12.07840
224 383.6070 -5.48010
225 62.9580 -2.69820
226 254.6040 -18.18600
227 470.3020 -87.34180
228 106.8690 -29.00730
229 701.3720 -50.09800
230 213.1150 -15.22250
231 170.0720 -12.14800
232 382.1160 -92.79960
234 520.4640 -14.87040
235 520.4640 -14.87040
239 75.6000 -166.32000
240 2.1820 -3.60030
243 181.9860 -54.59580
244 5.7680 -13.55480
246 424.1160 -30.29400
247 408.4220 -5.83460
248 747.5580 -96.11460
249 66.6450 -42.65280
250 239.3580 -47.87160
251 526.3440 -75.19200
252 796.4250 -172.60608
253 92.0640 -172.60608
254 143.1280 -172.60608
255 34.5040 -15.52680
256 51.7560 -33.64140
257 41.5520 -19.73720
258 94.4280 -42.49260
259 56.3280 -26.75580
263 4.6000 -8.05000
264 1419.9192 -172.60608
265 304.9900 -172.60608
266 182.9940 -172.60608
267 3.9800 -6.56700
270 1.9080 -3.24360
271 3.2080 -5.29320
275 214.9500 -120.37200
276 177.2250 -120.51300
277 48.7920 -126.85920
278 52.4480 -131.12000
283 50.1200 -0.62650
284 40.6800 -7.11900
285 19.0400 -1.42800
289 91.2750 -67.54350
290 26.1760 -3.27200
291 39.2640 -4.90800
293 43.5600 -4.90050
302 419.6800 -172.60608
303 2.0320 -1.32080
304 8.7360 -4.80480
305 14.5600 -6.18800
328 634.1160 -172.11720
329 10.7760 -4.84920
330 384.9440 -126.48160
331 183.3720 -36.67440
332 366.7440 -110.02320
333 1362.9000 -19.47000
334 39.9840 -8.99640
336 113.3720 -3.23920
339 1.7280 -2.76480
340 11.2120 -16.81800
341 44.8480 -67.27200
343 34.3600 -7.30150
348 42.6160 -68.18560
349 2.9460 -4.86090
350 1.9640 -3.24060
359 17.9040 -31.33200
363 35.1680 -8.35240
364 35.1680 -8.35240
365 32.5920 -7.74060
366 266.3520 -172.60608
367 272.7360 -64.77480
368 97.9840 -24.49600
369 331.5360 -82.88400
370 221.0240 -55.25600
371 89.7680 -2.56480
373 37.2960 -1.06560
374 230.3760 -48.95490
375 230.3760 -48.95490
376 72.7840 -18.19600
382 95.9760 -10.79730
385 8.6820 -14.75940
386 359.0580 -71.81160
387 359.0580 -35.90580
391 14.2240 -10.31240
392 64.9600 -43.84800
393 35.0400 -7.00800
394 13.4680 -22.89560
402 2.3940 -6.34410
404 8.7200 -1.74400
405 22.2880 -8.91520
406 11.6880 -4.67520
413 12.6720 -3.16800
414 3.5640 -6.23700
415 3.5640 -6.23700
416 5.9360 -8.90400
417 83.9520 -90.24840
418 242.1760 -172.60608
419 38.9760 -50.66880
425 51.5600 -61.87200
427 180.0160 -15.75140
428 50.3520 -8.18220
434 70.9700 -172.60608
435 20.3880 -53.00880
436 1.9280 -2.98840
439 15.0800 -22.62000
444 2.1120 -3.37920
445 12.4620 -20.56230
446 1.8000 -2.88000
447 3.2400 -5.18400
448 13.8400 -22.14400
449 3.0360 -5.00940
450 2.8920 -4.91640
490 8.8080 -14.97360
491 3.1360 -4.70400
Zarar eden ürünler için eyalet: Ohio
Product_Name Order_Date \
2 3M Organizer Strips 2017-09-09
3 AT&T 1080 Corded phone 2017-12-27
4 AT&T CL2909 2017-12-02
5 Acco 3-Hole Punch 2016-11-20
7 Acco D-Ring Binder w/DublLock 2014-11-02
8 Acco D-Ring Binder w/DublLock 2015-08-21
9 Acco D-Ring Binder w/DublLock 2015-10-03
10 Acco Data Flex Cable Posts For Top & Bottom Lo... 2017-09-09
11 Acco Economy Flexible Poly Round Ring Binder 2014-11-01
12 Acco Economy Flexible Poly Round Ring Binder 2017-12-26
13 Acco Expandable Hanging Binders 2014-11-24
14 Acco Hanging Data Binders 2015-02-14
15 Acco Perma 4000 Stacking Storage Drawers 2016-11-10
16 Acco Perma 4000 Stacking Storage Drawers 2016-12-11
17 Acco Pressboard Covers with Storage Hooks, 14 ... 2017-02-17
18 Acco Suede Grain Vinyl Round Ring Binder 2014-09-13
19 Accohide Poly Flexible Ring Binders 2015-09-24
20 Accohide Poly Flexible Ring Binders 2017-11-13
23 Acme Rosewood Handle Letter Opener 2015-11-21
32 Angle-D Ring Binders 2017-12-22
34 Anker 36W 4-Port USB Wall Charger Travel Power... 2017-02-02
35 Anker Ultrathin Bluetooth Wireless Keyboard Al... 2017-01-27
36 Apple iPhone 5 2014-05-18
37 Apple iPhone 5 2017-09-24
41 Avaya 5410 Digital phone 2017-04-20
53 Avery Binding System Hidden Tab Executive Styl... 2017-03-16
54 Avery Durable Poly Binders 2016-08-22
57 Avery Metallic Poly Binders 2014-01-13
58 Avery Recycled Flexi-View Covers for Binding S... 2016-11-20
59 Avery Triangle Shaped Sheet Lifters, Black, 2/... 2016-12-15
64 Belkin 19" Center-Weighted Shelf, Gray 2015-11-20
72 Bevis Round Conference Table Top, X-Base 2017-07-03
79 Bush Andora Bookcase, Maple/Graphite Gray Finish 2016-03-29
80 Bush Andora Conference Table, Maple/Graphite G... 2016-04-19
81 Bush Westfield Collection Bookcases, Medium Ch... 2016-11-20
82 Bush Westfield Collection Bookcases, Medium Ch... 2017-05-28
84 Cardinal HOLDit! Binder Insert Strips,Extra St... 2017-06-01
85 Cardinal Slant-D Ring Binder, Heavy Gauge Vinyl 2014-08-25
86 Carina 42"Hx23 3/4"W Media Storage Unit 2017-11-04
87 Carina Mini System Audio Rack, Model AR050B 2014-04-28
88 Catalog Binders with Expanding Posts 2016-04-08
89 Chromcraft Bull-Nose Wood 48" x 96" Rectangula... 2016-10-21
90 Chromcraft Bull-Nose Wood Oval Conference Tabl... 2014-03-28
91 Chromcraft Rectangular Conference Tables 2017-10-20
92 Cisco 8961 IP Phone Charcoal 2016-05-03
93 Cisco 9971 IP Video Phone Charcoal 2015-01-02
94 Cisco IP Phone 7961G-GE VoIP phone 2016-08-14
95 Cisco IP Phone 7961G-GE VoIP phone 2017-09-10
96 Cisco Unified IP Phone 7945G VoIP phone 2015-04-30
97 Clearsounds A400 2016-03-29
105 Cubify CubeX 3D Printer Double Head Print 2015-12-15
106 Cubify CubeX 3D Printer Double Head Print 2016-11-25
107 Cush Cases Heavy Duty Rugged Cover Case for Sa... 2017-06-02
108 Cyber Acoustics AC-202b Speech Recognition Ste... 2016-01-11
113 DXL Angle-View Binders with Locking Rings by S... 2017-05-04
115 Deflect-o EconoMat Studded, No Bevel Mat for L... 2017-09-09
117 Deflect-o RollaMat Studded, Beveled Mat for Me... 2017-02-11
118 Deluxe Heavy-Duty Vinyl Round Ring Binder 2017-06-21
120 Dexim XPower Skin Super-Thin Power Case for iP... 2017-07-21
127 Eldon "L" Workstation Diamond Chairmat 2014-12-27
131 Eldon Cleatmat Plus Chair Mats for High Pile C... 2014-12-20
133 Eldon Gobal File Keepers 2016-09-25
136 Eldon Shelf Savers Cubes and Bins 2014-03-03
142 Epson TM-T88V Direct Thermal Printer - Monochr... 2017-11-13
149 Fellowes Bankers Box Stor/Drawer Steel Plus 2017-09-29
150 Fellowes Black Plastic Comb Bindings 2016-09-23
151 Fellowes Black Plastic Comb Bindings 2017-02-03
153 Fellowes Neat Ideas Storage Cubes 2014-07-20
154 Fellowes Officeware Wire Shelving 2015-12-18
157 Fellowes Twister Kit, Gray/Clear, 3/pkg 2017-12-18
163 GBC DocuBind P50 Personal Binding Machine 2014-08-19
164 GBC Ibimaster 500 Manual ProClick Binding System 2016-11-25
165 GBC Personal VeloBind Strips 2017-08-18
166 GBC Plasticlear Binding Covers 2015-12-11
167 GBC ProClick Punch Binding System 2017-07-30
168 GBC Recycled VeloBinder Covers 2017-09-04
169 GBC Standard Therm-A-Bind Covers 2014-11-01
170 GBC Standard Therm-A-Bind Covers 2015-02-14
171 GBC Standard Therm-A-Bind Covers 2016-09-11
172 GBC Twin Loop Wire Binding Elements 2016-11-10
173 GBC VeloBind Cover Sets 2017-03-02
174 GBC VeloBinder Strips 2016-08-28
175 GBC Velobind Prepunched Cover Sets, Regency Se... 2015-04-16
176 GE 30524EE4 2015-01-12
180 Geemarc AmpliPOWER60 2017-03-16
181 Global Chrome Stack Chair 2017-05-08
182 Global Commerce Series High-Back Swivel/Tilt C... 2015-08-21
183 Global Commerce Series Low-Back Swivel/Tilt Ch... 2017-02-17
184 Global Ergonomic Managers Chair 2017-06-19
185 Global Executive Mid-Back Manager's Chair 2014-11-24
186 Global Italian Leather Office Chair 2014-10-15
187 Global Leather Highback Executive Chair with P... 2014-04-23
188 Global Leather and Oak Executive Chair, Black 2016-11-12
189 Global Low Back Tilter Chair 2015-12-06
190 Global Push Button Manager's Chair, Indigo 2016-09-05
191 Global Value Steno Chair, Gray 2016-11-21
192 Global Wood Trimmed Manager's Task Chair, Khaki 2017-09-29
193 Google Nexus 5 2015-02-14
198 Hewlett-Packard Deskjet F4180 All-in-One Color... 2014-10-10
199 High-Back Leather Manager's Chair 2015-01-27
203 Hon 4070 Series Pagoda Round Back Stacking Chairs 2016-11-12
204 Hon 94000 Series Round Tables 2014-10-31
206 Hon Multipurpose Stacking Arm Chairs 2014-12-01
207 Hon Practical Foundations 30 x 60 Training Tab... 2014-10-21
208 Hon Rectangular Conference Tables 2014-12-14
209 Hon Rectangular Conference Tables 2017-12-25
218 I Need's 3d Hello Kitty Hybrid Silicone Case C... 2014-11-02
220 Ibico Plastic Spiral Binding Combs 2014-07-20
221 Ibico Standard Transparent Covers 2015-12-06
222 Ibico Standard Transparent Covers 2015-12-24
227 Imation�8gb Micro Traveldrive Usb 2.0�Flash Drive 2015-10-03
229 Insertable Tab Indexes For Data Binders 2014-08-25
230 Insertable Tab Post Binder Dividers 2015-11-05
231 JBL Micro Wireless Portable Bluetooth Speaker 2015-02-08
232 JBL Micro Wireless Portable Bluetooth Speaker 2017-01-27
233 Jabra SPEAK 410 Multidevice Speakerphone 2017-11-12
234 KI Adjustable-Height Table 2015-12-26
237 Kingston Digital DataTraveler 32GB USB 2.0 2017-04-11
238 LG Electronics Tone+ HBS-730 Bluetooth Headset 2015-01-12
239 Large Capacity Hanging Post Binders 2014-12-05
240 Lesro Round Back Collection Coffee Table, End ... 2016-12-11
244 Lock-Up Easel 'Spel-Binder' 2017-11-19
246 Logitech G105 Gaming Keyboard 2014-10-03
252 Logitech Media Keyboard K200 2017-11-16
256 Logitech�VX Revolution Cordless Laser Mouse fo... 2016-05-03
257 Lunatik TT5L-002 Taktik Strike Impact Protecti... 2014-12-05
264 Mediabridge Sport Armband iPhone 5s 2016-10-09
266 Memorex 25GB 6X Branded Blu-Ray Recordable Dis... 2016-11-10
274 Motorola L804 2017-11-26
277 Newell 3-Hole Punched Plastic Slotted Magazine... 2014-12-17
291 Nortel Meridian M5316 Digital phone 2015-01-27
292 Novimex Swivel Fabric Task Chair 2015-05-29
296 O'Sullivan 2-Door Barrister Bookcase in Odessa... 2015-01-02
297 O'Sullivan 4-Shelf Bookcase in Odessa Pine 2014-03-03
298 O'Sullivan Living Dimensions 3-Shelf Bookcases 2016-03-24
304 Office Star - Contemporary Task Swivel Chair 2016-09-24
305 Office Star - Contemporary Task Swivel chair w... 2016-12-11
306 Office Star Flex Back Scooter Chair with White... 2017-11-02
307 OtterBox Defender Series Case - iPhone 5c 2017-03-16
308 PNY Rapid USB Car Charger - Black 2014-11-18
309 Padded Folding Chairs, Black, 4/Carton 2015-11-21
311 Panasonic KX T7736-B Digital phone 2014-12-05
312 Panasonic KX TS208W Corded phone 2016-10-21
313 Panasonic KX TS3282W Corded phone 2015-12-15
314 Panasonic KX-TG6844B Expandable Digital Cordle... 2017-06-01
316 Panasonic Kx-TS550 2016-01-22
317 Plantronics 81402 2015-04-16
321 Plantronics Voyager Pro Legend 2016-08-14
322 Polycom CX300 Desktop Phone USB VoIP phone 2014-11-02
323 Polycom SoundStation2 EX Conference�phone 2015-12-06
324 Polycom VVX 310 VoIP phone 2015-01-27
325 Premier Automatic Letter Opener 2017-11-02
326 Premier Elliptical Ring Binder, Black 2014-09-12
327 Premier Elliptical Ring Binder, Black 2014-10-10
328 Premium Transparent Presentation Covers, No Pa... 2017-05-14
330 Pressboard Hanging Data Binders for Unburst Sh... 2014-11-18
331 Pressboard Hanging Data Binders for Unburst Sh... 2016-09-05
332 Prestige Round Ring Binders 2017-11-14
333 Prestige Round Ring Binders 2017-11-16
336 Recycled Easel Ring Binders 2016-09-05
338 Recycled Pressboard Report Cover with Reinforc... 2016-09-27
340 Riverside Furniture Oval Coffee Table, Oval En... 2015-12-27
341 Riverside Furniture Stanwyck Manor Table Series 2014-04-08
342 Riverside Furniture Stanwyck Manor Table Series 2017-09-29
344 Rubbermaid ClusterMat Chairmats, Mat Size- 66"... 2016-09-23
345 SAFCO Commercial Wire Shelving, Black 2016-09-25
346 SAFCO Commercial Wire Shelving, Black 2017-05-16
348 SAFCO PlanMaster Boards, 60w x 37-1/2d, White ... 2017-02-17
349 SAFCO PlanMaster Heigh-Adjustable Drafting Tab... 2017-04-29
350 Safco Commercial Shelving 2017-12-09
351 Safco Industrial Shelving 2014-12-27
352 Safco Industrial Shelving 2016-09-17
354 Safco Value Mate Series Steel Bookcases, Baked... 2015-10-03
355 Samsung Galaxy S III - 16GB - pebble blue (T-M... 2014-11-24
356 Samsung Galaxy S III - 16GB - pebble blue (T-M... 2017-07-14
357 Samsung Galaxy S4 2014-11-24
361 SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2015-10-05
362 SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2017-11-04
364 Satellite Sectional Post Binders 2017-12-25
365 Sauder Forest Hills Library with Doors, Woodla... 2015-06-28
370 Situations Contoured Folding Chairs, 4/Set 2016-09-18
371 SlimView Poly Binder, 3/8" 2017-10-21
376 Speck Products Candyshell Flip Case 2015-01-02
377 SpineVue Locking Slant-D Ring Binders by Cardinal 2017-04-16
378 Square Credit Card Reader 2016-11-10
384 Staple remover 2016-11-10
391 Super Bands, 12/Pack 2015-04-16
392 Swingline SM12-08 MicroCut Jam Free Shredder 2015-12-24
395 Tenex Chairmats For Use with Hard Floors 2015-08-21
397 Tennsco 6- and 18-Compartment Lockers 2017-04-20
398 Tennsco Industrial Shelving 2016-05-03
399 Tennsco Industrial Shelving 2016-12-31
401 Tensor "Hersey Kiss" Styled Floor Lamp 2015-05-29
402 Texas Instrument TI-15 Fraction Calculator 2016-11-21
410 Universal Recycled Hanging Pressboard Report B... 2016-12-08
411 Universal Recycled Hanging Pressboard Report B... 2016-12-23
412 V7 USB Numeric Keypad 2016-11-24
415 Vinyl Sectional Post Binders 2017-07-21
416 Vtech CS6719 2017-02-17
418 Wilson Jones 1" Hanging DublLock Ring Binders 2016-07-21
419 Wilson Jones Active Use Binders 2017-09-04
420 Wilson Jones Century Plastic Molded Ring Binders 2016-12-12
421 Wilson Jones Clip & Carry Folder Binder Tool f... 2017-04-20
422 Wilson Jones Custom Binder Spines & Labels 2014-08-25
423 Wilson Jones Elliptical Ring 3 1/2" Capacity B... 2015-11-15
424 Wilson Jones Hanging Recycled Pressboard Data ... 2016-04-10
464 XtraLife ClearVue Slant-D Ring Binders by Card... 2017-04-23
467 Zipper Ring Binder Pockets 2014-04-23
Total_Sales Total_Profit
2 4.8600 -3.56400
3 164.3880 -35.61740
4 151.1880 -25.19800
5 2.6280 -1.92720
7 19.2420 -13.46940
8 12.8280 -8.97960
9 32.0700 -22.44900
10 6.2580 -5.21500
11 3.1320 -2.61000
12 3.1320 -2.61000
13 5.7420 -4.59360
14 2.2860 -1.67640
15 38.9760 -2.43600
16 64.9600 -4.06000
17 5.7150 -4.76250
18 2.5020 -2.00160
19 6.7320 -4.48800
20 11.2200 -7.48000
23 15.8800 -3.77150
32 1.6410 -1.31280
34 59.9700 -11.99400
35 71.9760 -8.99700
36 779.7960 -168.95580
37 1169.6940 -172.60608
41 122.3820 -24.47640
53 5.1930 -3.46200
54 3.3180 -2.65440
57 3.4380 -2.52120
58 14.4270 -10.57980
59 2.2140 -1.47600
64 141.5520 -26.54100
72 215.1480 -103.98820
79 299.9750 -167.98600
80 205.1760 -58.13320
81 86.9700 -48.70320
82 115.9600 -64.93760
84 3.7980 -2.65860
85 20.8560 -16.68480
86 194.3520 -43.72920
87 177.5680 -37.73320
88 121.1040 -100.92000
89 661.1760 -172.60608
90 330.5880 -143.25480
91 284.3640 -75.83040
92 224.9370 -164.95380
93 1188.0000 -172.60608
94 259.8960 -56.31080
95 259.8960 -56.31080
96 1022.9700 -172.60608
97 158.3760 -36.95440
105 1419.9192 -172.60608
106 1419.9192 -172.60608
107 2.9700 -0.64350
108 15.5880 -9.87240
113 2.3130 -1.92750
115 66.1120 -9.09040
117 147.5680 -3.68920
118 41.2560 -34.38000
120 210.5640 -52.64100
127 182.3520 -18.23520
131 190.8480 -21.47040
133 24.2240 -4.84480
136 44.6720 -10.05120
142 652.9950 -172.60608
149 51.1680 -6.39600
150 12.2010 -9.76080
151 5.2290 -4.18320
153 25.9840 -5.19680
154 646.7760 -145.52460
157 7.2360 -6.03000
163 76.7760 -58.86160
164 456.5880 -172.60608
165 10.7820 -7.90680
166 10.3320 -7.57680
167 76.7760 -53.74320
168 25.5600 -20.44800
169 22.4280 -17.94240
170 14.9520 -11.96160
171 22.4280 -17.94240
172 69.8880 -46.59200
173 18.5280 -12.35200
174 18.4320 -12.28800
175 55.4700 -46.22500
176 235.1880 -43.11780
180 445.4400 -81.66400
181 47.9920 -2.05680
182 598.4580 -42.74700
183 899.4300 -12.84900
184 760.1160 -43.43520
185 611.0580 -34.91760
186 183.3720 -7.85880
187 562.7440 -24.11760
188 1419.9192 -21.06860
189 70.6860 -24.23520
190 85.2460 -1.21780
191 127.5540 -9.11100
192 63.6860 -15.46660
193 323.9820 -80.99550
198 101.9940 -71.39580
199 181.9860 -54.59580
203 449.3720 -12.83920
204 1419.9192 -172.60608
206 909.7200 -51.98400
207 409.5900 -122.87700
208 136.5300 -52.33650
209 273.0600 -104.67300
218 50.2320 -10.04640
220 27.3600 -21.88800
221 14.8320 -10.38240
222 19.7760 -13.84320
227 24.0000 -2.70000
229 2.8620 -2.28960
230 7.2180 -5.53380
231 107.9820 -26.99550
232 107.9820 -26.99550
233 370.7820 -92.69550
234 51.5880 -15.47640
237 27.1200 -4.74600
238 107.1180 -21.42360
239 29.9400 -23.95200
240 328.5900 -147.86550
244 59.9130 -45.93330
246 142.4880 -3.56220
252 139.9600 -1.74950
256 431.9760 -75.59580
257 36.7380 -9.18450
264 23.9760 -15.58440
266 178.9200 -29.07450
274 220.7520 -40.47120
277 5.4840 -4.02160
291 155.3700 -36.25300
292 317.0580 -86.05860
296 452.4500 -172.60608
297 302.4500 -172.60608
298 301.4700 -172.60608
304 155.3720 -13.31760
305 458.4300 -137.52900
306 155.3720 -35.51360
307 44.3760 -7.39600
308 9.5880 -2.07740
309 396.8020 -11.33720
311 179.9400 -44.98500
312 235.1520 -47.03040
313 101.9880 -16.99800
314 158.3760 -34.31480
316 110.3760 -20.23560
317 118.7820 -27.71580
321 247.1880 -49.43760
322 539.9640 -107.99280
323 485.9400 -89.08900
324 431.9760 -100.79440
325 384.5920 -81.72580
326 63.9240 -46.87760
327 18.2640 -13.39360
328 58.1700 -46.53600
330 11.8080 -8.65920
331 8.8560 -6.49440
332 3.6480 -2.79680
333 1.8240 -1.39840
336 8.9520 -7.46000
338 2.9070 -2.03490
340 1419.9192 -172.60608
341 172.1100 -94.66050
342 344.2200 -172.60608
344 532.7040 -26.63520
345 331.5360 -82.88400
346 221.0240 -55.25600
348 455.9700 -106.39300
349 1048.3500 -69.89000
350 37.2080 -7.44160
351 118.1600 -25.10900
352 295.4000 -62.77250
354 35.4900 -15.61560
355 1049.9700 -172.60608
356 1419.9192 -172.60608
357 1419.9192 -172.60608
361 53.0400 -4.64100
362 70.7200 -6.18800
364 13.0230 -10.41840
365 482.9400 -172.60608
370 99.3720 -7.09800
371 6.2160 -4.97280
376 62.9820 -14.69580
377 13.7100 -10.05400
378 41.9580 -9.79020
384 14.7200 -3.31200
391 10.4160 -2.21340
392 479.9880 -172.60608
395 25.9840 -3.89760
397 848.5440 -21.21360
398 195.6400 -44.01900
399 156.5120 -35.21520
401 41.5680 -4.15680
402 30.3450 -24.27600
410 12.9570 -9.50180
411 5.5530 -4.07220
412 139.9600 -22.74350
415 33.9300 -22.62000
416 57.5940 -11.51880
418 11.0880 -8.13120
419 4.3680 -3.05760
420 18.6930 -14.33130
421 8.7000 -6.38000
422 6.5280 -4.56960
423 166.9200 -116.84400
424 8.9040 -6.52960
464 11.7600 -7.84000
467 7.4880 -5.24160
Zarar eden ürünler için eyalet: Oregon
Product_Name Order_Date \
4 Acco Flexible ACCOHIDE Square Ring Data Binder... 2015-09-04
5 Acco PRESSTEX Data Binder with Storage Hooks, ... 2014-12-08
6 Acco Side-Punched Conventional Columnar Pads 2014-12-08
13 Avery 3 1/2" Diskette Storage Pages, 10/Pack 2016-12-22
18 Avery Reinforcements for Hole-Punch Pages 2016-11-03
19 Avery Reinforcements for Hole-Punch Pages 2017-11-17
20 Avery Self-Adhesive Photo Pockets for Polaroid... 2015-10-26
21 Avery Trapezoid Extra Heavy Duty 4" Binders 2017-09-04
23 Balt Split Level Computer Training Table 2015-08-02
31 Bretford Rectangular Conference Table Tops 2016-12-15
32 Bush Cubix Collection Bookcases, Fully Assembled 2015-10-05
33 Carina Mini System Audio Rack, Model AR050B 2014-11-01
34 Chromcraft Bull-Nose Wood 48" x 96" Rectangula... 2014-12-06
35 Clear Mylar Reinforcing Strips 2016-03-20
42 Fellowes Officeware Wire Shelving 2015-10-26
44 Flexible Leather- Look Classic Collection Ring... 2017-11-06
45 GBC Imprintable Covers 2016-08-22
46 GBC Poly Designer Binding Covers 2016-09-25
47 GBC Standard Recycled Report Covers, Clear Pla... 2017-10-02
49 Global Enterprise Series Seating High-Back Swi... 2016-11-04
51 Global Highback Leather Tilter in Burgundy 2015-10-05
58 Iceberg OfficeWorks 42" Round Tables 2016-12-18
60 Jawbone MINI JAMBOX Wireless Bluetooth Speaker 2014-11-26
61 KI Conference Tables 2017-10-22
65 Macally Suction Cup Mount 2016-12-18
73 Novimex Fabric Task Chair 2016-11-21
74 O'Sullivan 4-Shelf Bookcase in Odessa Pine 2017-09-19
75 O'Sullivan 4-Shelf Bookcase in Odessa Pine 2017-10-02
76 Office Impressions Heavy Duty Welded Shelving ... 2014-11-26
77 Office Star - Contemporary Task Swivel chair w... 2016-11-04
78 Okidata B401 Printer 2016-11-03
79 OtterBox Commuter Series Case - Samsung Galaxy S4 2015-08-10
86 Plantronics Single Ear Headset 2014-09-17
88 Plymouth Boxed Rubber Bands by Plymouth 2017-06-25
95 SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2014-12-08
96 SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2015-10-02
97 SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2017-05-30
98 Serrated Blade or Curved Handle Hand Letter Op... 2016-11-04
100 Sony Micro Vault Click 8 GB USB 2.0 Flash Drive 2016-12-18
103 Tensor Brushed Steel Torchiere Floor Lamp 2017-05-30
106 Vinyl Sectional Post Binders 2016-12-18
109 Wilson Jones Easy Flow II Sheet Lifters 2017-07-09
123 i.Sound Portable Power - 8000 mAh 2016-03-20
Total_Sales Total_Profit
4 9.762 -6.83340
5 6.456 -4.51920
6 13.880 -2.60250
13 31.320 -25.05600
18 4.158 -3.46500
19 4.158 -3.46500
20 14.301 -10.48740
21 88.074 -58.71600
23 277.500 -172.60608
31 564.195 -172.60608
32 66.294 -103.86060
33 443.920 -94.33300
34 275.490 -170.80380
35 16.821 -12.89610
42 718.640 -161.69400
44 5.682 -3.78800
45 26.352 -18.44640
46 5.022 -3.51540
47 22.638 -16.60120
49 650.352 -97.55280
51 291.168 -14.55840
58 377.450 -172.60608
60 438.336 -87.66720
61 177.225 -120.51300
65 28.680 -7.17000
73 195.136 -12.19600
74 72.588 -128.23880
75 217.764 -172.60608
76 669.080 -167.27000
77 104.784 -14.40780
78 179.991 -172.60608
79 139.944 -31.48740
86 29.925 -21.94500
88 11.304 -2.11950
95 103.920 -18.18600
96 53.040 -4.64100
97 35.360 -3.09400
98 17.584 -4.17620
100 112.776 -8.45820
103 13.592 -0.33980
106 45.240 -30.16000
109 1.080 -0.79200
123 84.784 -20.13620
Zarar eden ürünler için eyalet: Pennsylvania
Product_Name Order_Date \
4 36X48 HARDFLOOR CHAIRMAT 2015-03-05
6 3M Organizer Strips 2015-07-11
8 ACCOHIDE 3-Ring Binder, Blue, 1" 2017-02-24
9 AT&T 17929 Lendline Telephone 2016-03-08
10 AT&T 841000 Phone 2014-01-16
11 AT&T 841000 Phone 2016-04-25
12 Aastra 57i VoIP phone 2016-08-30
13 Aastra 6757i CT Wireless VoIP phone 2017-09-08
15 Acco PRESSTEX Data Binder with Storage Hooks, ... 2017-09-19
16 Acco Perma 2700 Stacking Storage Drawers 2017-10-21
17 Acco Perma 4000 Stacking Storage Drawers 2015-07-05
18 Acco Pressboard Covers with Storage Hooks, 14 ... 2017-12-01
19 Acco Pressboard Covers with Storage Hooks, 14 ... 2015-09-17
20 Acco Pressboard Covers with Storage Hooks, 14 ... 2016-07-07
21 Acco Pressboard Covers with Storage Hooks, 14 ... 2017-03-30
22 Acco Pressboard Covers with Storage Hooks, 14 ... 2014-09-17
23 Acco Pressboard Covers with Storage Hooks, 14 ... 2015-09-25
26 Acco Suede Grain Vinyl Round Ring Binder 2015-07-11
37 Aluminum Screw Posts 2015-06-07
38 Aluminum Screw Posts 2017-09-14
40 Angle-D Binders with Locking Rings, Label Holders 2014-09-21
41 Angle-D Ring Binders 2014-05-23
42 Angle-D Ring Binders 2015-09-07
43 Anker 36W 4-Port USB Wall Charger Travel Power... 2016-09-01
44 Anker Astro Mini 3000mAh Ultra-Compact Portabl... 2016-11-05
46 Apple iPhone 5S 2017-07-07
47 Atlantic Metals Mobile 3-Shelf Bookcases, Cust... 2014-11-11
49 Avaya 5410 Digital phone 2016-05-23
50 Avery 3 1/2" Diskette Storage Pages, 10/Pack 2017-05-04
67 Avery Arch Ring Binders 2016-01-04
68 Avery Durable Plastic 1" Binders 2015-08-16
69 Avery Durable Slant Ring Binders With Label Ho... 2015-08-16
70 Avery Durable Slant Ring Binders, No Labels 2014-09-26
73 Avery Heavy-Duty EZD View Binder with Locking ... 2015-09-04
75 Avery Hidden Tab Dividers for Binding Systems 2015-09-15
76 Avery Legal 4-Ring Binder 2016-05-23
77 Avery Metallic Poly Binders 2017-09-25
78 Avery Recycled Flexi-View Covers for Binding S... 2015-09-17
79 Avery Reinforcements for Hole-Punch Pages 2017-04-24
80 Avery Round Ring Poly Binders 2014-03-31
81 Avery Round Ring Poly Binders 2015-03-05
82 Avery Self-Adhesive Photo Pockets for Polaroid... 2016-03-06
83 Avery Trapezoid Ring Binder, 3" Capacity, Blac... 2017-03-11
88 Barricks 18" x 48" Non-Folding Utility Table w... 2016-08-29
89 Belkin 19" Vented Equipment Shelf, Black 2016-05-12
95 Bestar Classic Bookcase 2014-05-10
96 Bevis 36 x 72 Conference Tables 2017-05-03
97 Bevis Boat-Shaped Conference Table 2017-08-22
98 Bevis Oval Conference Table, Walnut 2015-11-21
99 Bevis Rectangular Conference Tables 2017-11-07
100 Bevis Steel Folding Chairs 2016-11-03
101 Binder Posts 2017-09-16
102 Binding Machine Supplies 2016-11-26
107 Black Avery Memo-Size 3-Ring Binder, 5 1/2" x ... 2017-05-04
108 Blue Parrot B250XT Professional Grade Wireless... 2017-11-24
115 Brites Rubber Bands, 1 1/2 oz. Box 2015-11-01
116 Brother MFC-9340CDW LED All-In-One Printer, Co... 2016-07-10
117 Bush Cubix Conference Tables, Fully Assembled 2017-07-25
118 Bush Heritage Pine Collection 5-Shelf Bookcase... 2015-04-05
119 Bush Somerset Collection Bookcase 2017-08-25
121 C-Line Peel & Stick Add-On Filing Pockets, 8-3... 2016-09-05
126 Cardinal Slant-D Ring Binders 2015-04-05
128 Carina 42"Hx23 3/4"W Media Storage Unit 2014-09-07
129 Carina Double Wide Media Storage Towers in Nat... 2016-06-02
130 Catalog Binders with Expanding Posts 2015-09-26
131 Chromcraft Rectangular Conference Tables 2014-08-16
132 Cisco 8x8 Inc. 6753i IP Business Phone System 2016-09-11
133 Cisco IP Phone 7961G-GE VoIP phone 2015-08-16
134 Cisco SPA301 2016-09-03
135 Cisco SPA508G 2017-07-13
136 Cisco SPA525G2 IP Phone - Wireless 2017-03-10
137 Cisco Small Business SPA 502G VoIP phone 2017-10-26
138 Clear Mylar Reinforcing Strips 2017-09-22
139 ClearOne CHATAttach 160 -�speaker phone 2016-05-10
140 ClearSounds CSC500 Amplified Spirit Phone Cord... 2014-12-30
141 Clearsounds A400 2016-04-05
144 Compact Automatic Electric Letter Opener 2014-11-03
145 Compact Automatic Electric Letter Opener 2017-09-25
149 Cush Cases Heavy Duty Rugged Cover Case for Sa... 2015-04-05
159 DXL Angle-View Binders with Locking Rings by S... 2016-06-18
162 Deflect-o RollaMat Studded, Beveled Mat for Me... 2017-11-28
165 Digium D40 VoIP phone 2017-10-19
166 Eldon "L" Workstation Diamond Chairmat 2016-12-19
169 Eldon Antistatic Chair Mats for Low to Medium ... 2015-07-03
170 Eldon Base for stackable storage shelf, platinum 2014-10-18
171 Eldon Base for stackable storage shelf, platinum 2016-06-05
179 Eldon Gobal File Keepers 2015-09-03
183 Eldon Shelf Savers Cubes and Bins 2017-10-30
188 Epson Perfection V600 Photo Scanner 2014-06-21
194 Fellowes Bankers Box Recycled Super Stor/Drawer 2014-12-05
195 Fellowes Bankers Box Staxonsteel Drawer File/S... 2017-07-25
196 Fellowes Bankers Box Stor/Drawer Steel Plus 2015-05-03
197 Fellowes Black Plastic Comb Bindings 2016-08-29
201 Fellowes Neat Ideas Storage Cubes 2015-05-15
202 Fellowes PB200 Plastic Comb Binding Machine 2014-04-13
203 Fellowes PB200 Plastic Comb Binding Machine 2014-11-18
204 Fellowes PB200 Plastic Comb Binding Machine 2015-11-30
205 Fellowes Twister Kit, Gray/Clear, 3/pkg 2015-09-13
207 First Data FD10 PIN Pad 2017-10-30
208 GBC Clear Cover, 8-1/2 x 11, unpunched, 25 cov... 2016-12-03
209 GBC DocuBind 300 Electric Binding Machine 2017-12-02
210 GBC DocuBind P100 Manual Binding Machine 2015-08-21
211 GBC DocuBind TL300 Electric Binding System 2017-09-16
212 GBC Durable Plastic Covers 2015-11-22
213 GBC Ibimaster 500 Manual ProClick Binding System 2016-07-28
214 GBC Ibimaster 500 Manual ProClick Binding System 2016-09-03
215 GBC Instant Report Kit 2016-07-21
216 GBC Instant Report Kit 2017-09-14
217 GBC Linen Binding Covers 2014-01-16
218 GBC Linen Binding Covers 2015-05-14
219 GBC Plasticlear Binding Covers 2016-11-28
220 GBC Plasticlear Binding Covers 2017-06-22
221 GBC Premium Transparent Covers with Diagonal L... 2015-07-25
222 GBC Premium Transparent Covers with Diagonal L... 2016-08-30
223 GBC Prepunched Paper, 19-Hole, for Binding Sys... 2014-06-21
224 GBC Prepunched Paper, 19-Hole, for Binding Sys... 2017-09-09
225 GBC ProClick Spines for 32-Hole Punch 2017-04-24
226 GBC Recycled Grain Textured Covers 2014-06-28
227 GBC Standard Plastic Binding Systems Combs 2017-09-28
228 GBC Standard Plastic Binding Systems' Combs 2016-07-07
229 GBC Standard Therm-A-Bind Covers 2017-11-23
230 GBC Twin Loop Wire Binding Elements, 9/16" Spi... 2014-10-25
231 GBC VeloBind Cover Sets 2016-03-13
232 GBC VeloBind Cover Sets 2017-04-30
233 GBC Velobind Prepunched Cover Sets, Regency Se... 2016-04-03
234 GBC Velobind Prepunched Cover Sets, Regency Se... 2017-10-26
235 GBC White Gloss Covers, Plain Front 2015-12-05
236 GBC Wire Binding Strips 2015-09-07
237 GBC Wire Binding Strips 2016-06-25
238 GE 2-Jack Phone Line Splitter 2016-07-16
240 Global Adaptabilities Conference Tables 2016-06-14
241 Global Armless Task Chair, Royal Blue 2017-05-08
242 Global Chrome Stack Chair 2017-12-04
243 Global Comet Stacking Arm Chair 2016-09-05
244 Global Comet Stacking Arm Chair 2017-01-19
245 Global Commerce Series High-Back Swivel/Tilt C... 2017-12-01
246 Global Commerce Series Low-Back Swivel/Tilt Ch... 2017-11-30
247 Global Deluxe Stacking Chair, Gray 2017-07-16
248 Global Deluxe Steno Chair 2017-12-08
249 Global Ergonomic Managers Chair 2016-11-14
250 Global High-Back Leather Tilter, Burgundy 2014-07-07
251 Global High-Back Leather Tilter, Burgundy 2015-11-20
253 Global Leather Highback Executive Chair with P... 2015-05-03
254 Global Leather Highback Executive Chair with P... 2016-06-25
255 Global Low Back Tilter Chair 2017-09-09
256 Global Task Chair, Black 2016-09-05
257 Global Wood Trimmed Manager's Task Chair, Khaki 2014-12-15
258 Global Wood Trimmed Manager's Task Chair, Khaki 2017-11-06
260 Gould Plastics 18-Pocket Panel Bin, 34w x 5-1/... 2015-09-15
261 Gould Plastics 9-Pocket Panel Bin, 18-3/8w x 5... 2016-06-25
262 Gould Plastics 9-Pocket Panel Bin, 18-3/8w x 5... 2016-07-29
263 Grandstream GXP1160 VoIP phone 2016-03-06
264 Grandstream GXP2100 Mainstream Business Phone 2015-09-26
265 Griffin GC36547 PowerJolt SE Lightning Charger 2014-07-14
266 HON 5400 Series Task Chairs for Big and Tall 2017-08-17
271 Heavy-Duty E-Z-D Binders 2017-12-10
276 Hon 2090 �Pillow Soft� Series Mid Back Swivel/... 2016-08-30
277 Hon 30" x 60" Table with Locking Drawer 2014-09-29
278 Hon 4060 Series Tables 2014-09-29
279 Hon 5100 Series Wood Tables 2014-12-30
282 Hon Every-Day Series Multi-Task Chairs 2014-11-17
283 Hon Olson Stacker Stools 2016-10-31
297 Ibico EB-19 Dual Function Manual Binding System 2016-03-13
298 Ibico Hi-Tech Manual Binding System 2017-01-09
299 Ibico Recycled Grain-Textured Covers 2016-04-25
301 Iceberg OfficeWorks 42" Round Tables 2016-08-21
305 Insertable Tab Indexes For Data Binders 2017-09-21
308 JM Magazine Binder 2016-06-20
309 Jabra Supreme Plus Driver Edition�Headset 2017-11-07
311 KI Adjustable-Height Table 2014-04-06
312 KI Adjustable-Height Table 2017-03-11
314 KeyTronic�KT800P2 -�Keyboard�- Black 2017-05-18
315 Kingston Digital DataTraveler 8GB USB 2.0 2017-09-04
316 LF Elite 3D Dazzle Designer Hard Case Cover, L... 2017-10-22
317 LG Exalt 2015-11-27
318 LG Exalt 2016-03-31
319 LG G2 2016-12-23
320 Large Capacity Hanging Post Binders 2014-04-06
321 Leather Task Chair, Black 2017-12-11
323 Lexmark MarkNet N8150 Wireless Print Server 2015-12-03
324 Lexmark MarkNet N8150 Wireless Print Server 2017-09-14
328 Logitech B530 USB�Headset�-�headset�- Full siz... 2015-11-21
329 Logitech G105 Gaming Keyboard 2014-11-19
330 Logitech G13 Programmable Gameboard with LCD D... 2017-12-04
335 Logitech�P710e Mobile Speakerphone 2015-09-22
338 Luxo Professional Magnifying Clamp-On Fluoresc... 2016-10-09
339 Martin Yale Chadless Opener Electric Letter Op... 2015-09-03
340 Martin Yale Chadless Opener Electric Letter Op... 2017-09-22
341 Martin-Yale Premier Letter Opener 2014-04-06
346 Mead 1st Gear 2" Zipper Binder, Asst. Colors 2017-11-03
352 Micro Innovations Wireless Classic Keyboard wi... 2015-11-14
354 Mitel MiVoice 5330e IP Phone 2016-11-26
355 Mitel MiVoice 5330e IP Phone 2017-10-21
356 Mophie Juice Pack Helium for iPhone 2016-07-16
359 Motorola Droid Maxx 2014-11-18
360 Motorola L804 2014-05-23
376 Nokia Lumia 521 (T-Mobile) 2017-03-10
378 Nortel Meridian M5316 Digital phone 2017-03-11
379 Novimex Fabric Task Chair 2015-07-11
383 O'Sullivan 3-Shelf Heavy-Duty Bookcases 2017-07-07
384 O'Sullivan 5-Shelf Heavy-Duty Bookcases 2016-08-29
385 O'Sullivan Plantations 2-Door Library in Landv... 2015-08-16
388 Office Star - Ergonomically Designed Knee Chair 2017-09-14
389 Office Star - Mesh Screen back chair with Viny... 2017-05-13
390 Okidata MB491 Multifunction Printer 2016-03-13
391 Padded Folding Chairs, Black, 4/Carton 2014-06-22
392 Panasonic KX T7731-B Digital phone 2016-07-07
394 Panasonic Kx-TS550 2014-06-22
396 Peel & Stick Add-On Corner Pockets 2014-11-18
409 Polycom CX600 IP Phone VoIP phone 2016-03-13
410 Polycom SoundPoint IP 450 VoIP phone 2014-09-09
411 Polycom SoundPoint IP 450 VoIP phone 2017-04-30
412 Polycom SoundPoint Pro SE-225 Corded phone 2017-07-31
414 Premier Automatic Letter Opener 2016-04-05
415 Premium Transparent Presentation Covers, No Pa... 2017-10-26
417 Pressboard Covers with Storage Hooks, 9 1/2" x... 2015-02-27
418 Pressboard Covers with Storage Hooks, 9 1/2" x... 2017-07-06
427 Revere Boxed Rubber Bands by Revere 2015-11-30
428 Revere Boxed Rubber Bands by Revere 2016-08-29
429 Ricoh - Ink Collector Unit for GX3000 Series P... 2017-09-14
430 Riverside Furniture Oval Coffee Table, Oval En... 2017-11-28
431 Riverside Palais Royal Lawyers Bookcase, Royal... 2015-09-17
432 Rosewill 107 Normal Keys USB Wired Standard Ke... 2014-09-09
435 Rubber Band Ball 2016-03-08
436 SAFCO Arco Folding Chair 2016-03-13
437 SAFCO Commercial Wire Shelving, Black 2015-08-21
438 SAFCO Commercial Wire Shelving, Black 2016-03-13
439 SAFCO Commercial Wire Shelving, Black 2017-11-12
441 Safco Chair Connectors, 6/Carton 2017-12-04
442 Safco Industrial Wire Shelving 2014-11-18
443 Safco Value Mate Series Steel Bookcases, Baked... 2016-07-28
444 Samsung Convoy 3 2015-03-05
445 Samsung Galaxy Note 2 2017-09-09
446 Samsung Galaxy Note 3 2015-09-07
447 SanDisk Cruzer 16 GB USB Flash Drive 2015-05-03
448 SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2015-08-16
449 SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2015-11-01
452 Sauder Cornerstone Collection Library 2014-01-14
455 Self-Adhesive Ring Binder Labels 2014-06-28
456 Sensible Storage WireTech Storage Systems 2014-12-26
460 Situations Contoured Folding Chairs, 4/Set 2015-03-05
461 Situations Contoured Folding Chairs, 4/Set 2016-11-28
462 Situations Contoured Folding Chairs, 4/Set 2017-07-18
463 Sony 16GB Class 10 Micro SDHC R40 Memory Card 2014-11-05
464 Sony 16GB Class 10 Micro SDHC R40 Memory Card 2015-03-05
471 Space Solutions Industrial Galvanized Steel Sh... 2016-03-13
472 Speck Products Candyshell Flip Case 2015-04-05
481 Staple remover 2015-08-21
487 StarTech.com 10/100 VDSL2 Ethernet Extender Kit 2014-09-07
491 Storex Dura Pro Binders 2017-12-04
496 Tenex Antistatic Computer Chair Mats 2014-11-05
497 Tenex Antistatic Computer Chair Mats 2015-04-05
498 Tenex Antistatic Computer Chair Mats 2015-12-25
499 Tennsco Commercial Shelving 2016-11-28
500 Tennsco Double-Tier Lockers 2014-11-05
501 Tennsco Industrial Shelving 2015-06-25
502 Tennsco Lockers, Gray 2014-10-06
504 Tennsco Single-Tier Lockers 2014-09-29
505 Tennsco Single-Tier Lockers 2017-08-15
506 Tennsco Stur-D-Stor Boltless Shelving, 5 Shelv... 2017-06-01
513 Tuf-Vin Binders 2017-04-09
515 V7 USB Numeric Keypad 2016-03-15
525 Wilson Electronics DB Pro Signal Booster 2017-01-19
526 Wilson Electronics DB Pro Signal Booster 2017-11-02
527 Wilson Jones 1" Hanging DublLock Ring Binders 2017-12-09
528 Wilson Jones Century Plastic Molded Ring Binders 2017-06-22
529 Wilson Jones Custom Binder Spines & Labels 2015-05-14
530 Wilson Jones Custom Binder Spines & Labels 2016-04-25
531 Wilson Jones Elliptical Ring 3 1/2" Capacity B... 2017-05-03
532 Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2015-05-21
533 Wilson Jones Legal Size Ring Binders 2014-11-05
534 Wilson Jones Legal Size Ring Binders 2017-05-03
535 Wilson Jones Standard D-Ring Binders 2017-09-09
536 Wilson Jones Suede Grain Vinyl Binders 2014-04-23
537 Wilson SignalBoost 841262 DB PRO Amplifier Kit 2016-03-06
541 Wireless Extenders zBoost YX545 SOHO Signal Bo... 2016-11-28
584 iHome FM Clock Radio with Lightning Dock 2017-12-08
585 iOttie HLCRIO102 Car Mount 2014-07-14
Total_Sales Total_Profit
4 33.5680 -5.45480
6 6.4800 -4.75200
8 4.9560 -3.79960
9 108.5760 -25.33440
10 124.2000 -31.05000
11 82.8000 -20.70000
12 290.8980 -67.87620
13 258.5280 -47.39680
15 4.8420 -3.38940
16 71.3760 -4.46100
17 38.9760 -2.43600
18 8.0010 -5.60070
19 6.8580 -5.71500
20 5.7150 -4.76250
21 5.7150 -4.76250
22 5.8920 -4.12440
23 2.9460 -2.06220
26 2.5020 -2.00160
37 18.3120 -12.20800
38 18.3120 -12.20800
40 6.5700 -5.03700
41 3.2820 -2.62560
42 4.9230 -3.93840
43 23.9880 -4.79760
44 23.9880 -15.99200
46 683.9880 -113.99800
47 521.9600 -172.60608
49 122.3820 -24.47640
50 9.3960 -7.51680
67 104.5800 -80.17800
68 2.7240 -1.90680
69 3.7620 -2.75880
70 5.9700 -4.57700
73 7.6560 -6.12480
75 3.5760 -2.86080
76 6.2940 -4.19600
77 8.5950 -6.30300
78 9.6180 -7.05320
79 1.1880 -0.99000
80 0.8520 -0.59640
81 2.5560 -1.78920
82 2.0430 -1.49820
83 12.2940 -8.60580
88 241.9200 -56.44800
89 82.3680 -19.56240
95 349.9650 -172.60608
96 373.4700 -112.04100
97 314.5320 -83.87520
98 1252.7040 -172.60608
99 350.3520 -140.14080
100 470.1550 -13.43300
101 3.4440 -2.75520
102 78.7590 -57.75660
107 2.2020 -1.54140
108 89.9880 -14.99800
115 3.1680 -0.71280
116 341.9910 -172.60608
117 138.5880 -34.64700
118 352.4500 -172.60608
119 130.9800 -89.06640
121 9.5550 -7.32550
126 10.4280 -6.95200
128 64.7840 -14.57640
129 64.7840 -12.95680
130 121.1040 -100.92000
131 853.0920 -172.60608
132 728.9460 -157.93830
133 519.7920 -112.62160
134 280.7820 -46.79700
135 39.5940 -7.25890
136 35.9100 -8.37900
137 61.5420 -13.33410
138 5.6070 -4.29870
139 743.9880 -123.99800
140 251.9640 -50.39280
141 118.7820 -27.71580
144 286.3440 -64.42740
145 190.8960 -42.95160
149 14.8500 -3.21750
159 4.6260 -3.85500
162 516.4880 -12.91220
165 309.5760 -56.75560
166 303.9200 -30.39200
169 168.4640 -29.48120
170 186.9120 -35.04600
171 124.6080 -23.36400
179 36.3360 -7.26720
183 11.1680 -2.51280
188 206.9910 -172.49250
194 172.7360 -30.22880
195 259.9200 -25.99200
196 76.7520 -9.59400
197 3.4860 -2.78880
201 51.9680 -10.39360
202 509.9700 -172.60608
203 50.9970 -40.79760
204 152.9910 -122.39280
205 2.4120 -2.01000
207 442.4000 -55.30000
208 18.1920 -14.55360
209 631.1760 -172.60608
210 99.5880 -82.99000
211 538.1940 -172.60608
212 11.6100 -9.28800
213 1369.7640 -172.60608
214 1141.4700 -172.60608
215 1.9410 -1.29400
216 3.8820 -2.58800
217 18.5880 -13.63120
218 18.5880 -13.63120
219 6.8880 -5.05120
220 10.3320 -7.57680
221 25.1760 -18.46240
222 37.7640 -27.69360
223 9.0060 -7.20480
224 4.5030 -3.60240
225 7.5180 -5.76380
226 31.0860 -22.79640
227 2.6550 -1.85850
228 9.4200 -7.85000
229 7.4760 -5.98080
230 13.6980 -9.58860
231 23.1600 -15.44000
232 13.8960 -9.26400
233 99.8460 -83.20500
234 33.2820 -27.73500
235 26.0640 -19.98240
236 9.5220 -6.98280
237 38.0880 -27.93120
238 494.3760 -115.35440
240 337.1760 -118.01160
241 128.0580 -23.78220
242 239.9600 -10.28400
243 887.2710 -63.37650
244 887.2710 -63.37650
245 398.9720 -28.49800
246 1079.3160 -15.41880
247 71.3720 -1.01960
248 215.5440 -58.50480
249 380.0580 -21.71760
250 172.1860 -46.73620
251 344.3720 -93.47240
253 844.1160 -36.17640
254 422.0580 -18.08820
255 141.3720 -48.47040
256 71.2460 -19.33820
257 445.8020 -108.26620
258 127.3720 -30.93320
260 147.1840 -29.43680
261 254.3520 -50.87040
262 84.7840 -16.95680
263 68.2380 -12.51030
264 45.8940 -9.17880
265 13.4940 -2.24900
266 1419.9192 -172.60608
271 3.2730 -2.50930
276 786.7440 -172.60608
277 409.2720 -81.85440
278 67.1760 -20.15280
279 523.7640 -172.60608
282 657.9300 -93.99000
283 492.8350 -14.08100
297 51.8970 -41.51760
298 274.4910 -172.60608
299 20.7240 -13.81600
301 815.2920 -172.60608
305 1.9080 -1.52640
308 29.7180 -21.79320
309 359.9700 -71.99400
311 154.7640 -36.11160
312 154.7640 -46.42920
314 36.0480 -0.90120
315 19.0400 -1.42800
316 32.7000 -6.54000
317 748.7520 -162.22960
318 280.7820 -60.83610
319 1419.9192 -172.60608
320 44.9100 -35.92800
321 63.6860 -9.09800
323 482.3400 -172.60608
324 241.1700 -168.81900
328 110.9700 -24.04350
329 47.4960 -1.18740
330 255.9680 -28.79640
335 617.9760 -7.72470
338 332.8320 -24.96240
339 666.2480 -149.90580
340 1419.9192 -172.60608
341 10.3040 -2.18960
346 11.6730 -7.78200
352 47.9840 -1.19960
354 494.9820 -115.49580
355 329.9880 -76.99720
356 143.9820 -28.79640
359 539.9640 -107.99280
360 55.1880 -10.11780
376 53.9820 -10.79640
378 776.8500 -172.60608
379 341.4880 -73.17600
383 87.2100 -45.34920
384 163.8800 -81.94000
385 301.4700 -172.60608
388 113.3720 -29.15280
389 458.4300 -124.43100
390 449.1000 -172.60608
391 170.0580 -4.85880
392 59.9940 -12.99870
394 82.7820 -15.17670
396 1.9440 -1.42560
409 539.9100 -116.98050
410 135.5160 -31.62040
411 677.5800 -158.10200
412 285.5760 -57.11520
414 769.1840 -163.45160
415 81.4380 -65.15040
417 4.4190 -3.38790
418 2.9460 -2.25860
427 10.5840 -2.38140
428 10.5840 -2.38140
429 12.5850 -18.03850
430 1419.9192 -172.60608
431 1419.9192 -172.60608
432 64.7040 -4.85280
435 5.9840 -1.34640
436 386.6800 -5.52400
437 663.0720 -165.76800
438 552.5600 -138.14000
439 221.0240 -55.25600
441 188.5520 -2.69360
442 76.7920 -16.31830
443 177.4500 -78.07800
444 466.1580 -93.23160
445 1419.9192 -172.60608
446 791.9640 -131.99400
447 27.5520 -0.34440
448 31.1760 -5.45580
449 35.3600 -3.09400
452 61.9600 -53.28560
455 3.1680 -2.42880
456 227.1360 -42.58800
460 99.3720 -7.09800
461 347.8020 -24.84300
462 198.7440 -14.19600
463 51.5600 -6.44500
464 10.3120 -1.28900
471 126.0800 -28.36800
472 41.9880 -9.79720
481 3.4880 -0.69760
487 399.5400 -172.60608
491 5.3460 -4.45500
496 273.5680 -34.19600
497 547.1360 -68.39200
498 547.1360 -68.39200
499 32.5440 -7.72920
500 1080.0960 -94.50840
501 78.2560 -17.60760
502 83.9200 -13.63700
504 1419.9192 -172.60608
505 1419.9192 -172.60608
506 324.7440 -77.12670
513 37.8960 -29.05360
515 83.9760 -13.64610
525 429.6000 -93.08000
526 859.2000 -172.60608
527 11.0880 -8.13120
528 31.1550 -23.88550
529 4.8960 -3.42720
530 4.8960 -3.42720
531 64.2000 -44.94000
532 24.5880 -18.03120
533 13.1940 -8.79600
534 26.3880 -17.59200
535 3.0360 -2.32760
536 2.5020 -1.75140
537 431.9400 -71.99000
541 340.1820 -73.70610
584 83.9880 -20.99700
585 23.9880 -13.99300
Zarar eden ürünler için eyalet: Tennessee
Product_Name Order_Date \
4 2300 Heavy-Duty Transfer File Systems by Perma 2014-04-29
5 3M Organizer Strips 2017-04-06
7 ARKON Windshield Dashboard Air Vent Car Mount ... 2016-12-09
8 Acco Perma 3000 Stacking Storage Drawers 2017-08-16
9 Acco Pressboard Covers with Storage Hooks, 14 ... 2015-11-22
10 Acco Pressboard Covers with Storage Hooks, 14 ... 2016-12-09
26 Avery Durable Slant Ring Binders 2016-08-09
27 Avery Durable Slant Ring Binders With Label Ho... 2017-01-14
28 Avery Self-Adhesive Photo Pockets for Polaroid... 2015-06-18
29 Balt Solid Wood Rectangular Table 2016-03-18
30 Balt Solid Wood Round Tables 2017-10-16
31 Barricks 18" x 48" Non-Folding Utility Table w... 2017-06-15
35 Bevis 44 x 96 Conference Tables 2016-05-01
36 Bevis Round Bullnose 29" High Table Top 2017-12-22
39 Carina Double Wide Media Storage Towers in Nat... 2017-12-28
40 Carina Media Storage Towers in Natural & Black 2017-09-29
41 Chromcraft Bull-Nose Wood Oval Conference Tabl... 2017-10-02
43 Contico 72"H Heavy-Duty Storage System 2014-10-20
46 Deflect-o EconoMat Studded, No Bevel Mat for L... 2016-02-06
61 Fellowes Super Stor/Drawer Files 2017-09-09
62 GBC DocuBind 300 Electric Binding Machine 2015-04-05
63 GBC DocuBind TL200 Manual Binding Machine 2014-01-20
64 GBC DocuBind TL300 Electric Binding System 2017-08-13
65 GBC Ibimaster 500 Manual ProClick Binding System 2015-09-20
66 GBC Ibimaster 500 Manual ProClick Binding System 2015-12-04
67 GBC ProClick Spines for 32-Hole Punch 2016-05-29
68 GBC Wire Binding Strips 2016-12-29
69 Global Highback Leather Tilter in Burgundy 2014-03-21
72 Global Low Back Tilter Chair 2015-02-28
75 Gould Plastics 18-Pocket Panel Bin, 34w x 5-1/... 2015-09-20
77 High-Back Leather Manager's Chair 2015-04-26
80 Hon 61000 Series Interactive Training Tables 2016-12-09
87 Ibico Plastic Spiral Binding Combs 2014-12-21
88 Ibico Plastic Spiral Binding Combs 2017-10-02
89 Ibico Presentation Index for Binding Systems 2017-01-14
90 Ibico Recycled Grain-Textured Covers 2016-03-19
91 Lesro Round Back Collection Coffee Table, End ... 2014-10-20
92 Lock-Up Easel 'Spel-Binder' 2017-10-02
99 Maxell�LTO Ultrium - 800 GB 2017-09-05
100 Mead 1st Gear 2" Zipper Binder, Asst. Colors 2017-11-24
104 Newell 3-Hole Punched Plastic Slotted Magazine... 2016-05-01
113 O'Sullivan 4-Shelf Bookcase in Odessa Pine 2017-04-23
115 Office Star - Mesh Screen back chair with Viny... 2017-05-19
116 Office Star - Mesh Screen back chair with Viny... 2017-11-20
117 Okidata C610n Printer 2017-12-04
121 Penpower WorldCard Pro Card Scanner 2016-06-16
124 Pressboard Data Binder, Crimson, 12" X 8 1/2" 2015-09-22
127 Recycled Easel Ring Binders 2017-08-16
129 Safco Industrial Wire Shelving System 2015-04-26
130 Safco Industrial Wire Shelving System 2017-12-23
131 Safco Wire Cube Shelving System, For Use as 4 ... 2015-09-22
133 SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2015-12-27
142 Staple remover 2017-09-09
145 Storex Dura Pro Binders 2017-11-04
147 Tenex Chairmats For Use with Hard Floors 2017-04-23
150 Tennsco Double-Tier Lockers 2015-09-22
151 Tennsco Double-Tier Lockers 2017-11-13
152 Tennsco Industrial Shelving 2014-12-30
153 Tuff Stuff Recycled Round Ring Binders 2016-08-09
158 Wilson Jones 1" Hanging DublLock Ring Binders 2015-09-25
159 Wilson Jones Custom Binder Spines & Labels 2015-09-25
160 Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2016-09-05
161 Wilson Jones data.warehouse D-Ring Binders wit... 2015-09-25
180 Zipper Ring Binder Pockets 2016-12-29
182 iOttie XL Car Mount 2017-11-04
Total_Sales Total_Profit
4 99.9200 -1.24900
5 8.1000 -5.94000
7 40.6800 -9.15300
8 67.1360 -0.83920
9 2.9460 -2.06220
10 2.9460 -2.06220
26 11.8800 -7.92000
27 2.5080 -1.83920
28 6.1290 -4.49460
29 189.8820 -94.94100
30 1419.9192 -172.60608
31 120.9600 -28.22400
35 370.6200 -142.07100
36 934.9560 -172.60608
39 64.7840 -12.95680
40 243.9200 -54.88200
41 1419.9192 -172.60608
43 98.3520 -24.58800
46 132.2240 -18.18080
61 258.4800 -3.23100
62 157.7940 -115.71560
63 67.1940 -51.51540
64 1419.9192 -172.60608
65 1369.7640 -172.60608
66 1419.9192 -172.60608
67 11.2770 -8.64570
68 38.0880 -27.93120
69 218.3760 -10.91880
72 161.5680 -28.27440
75 294.3680 -58.87360
77 831.9360 -114.39120
80 79.9740 -29.32380
87 18.2400 -14.59200
88 27.3600 -21.88800
89 5.9700 -4.57700
90 31.0860 -20.72400
91 328.5900 -147.86550
92 34.2360 -26.24760
99 89.5680 -1.11960
100 11.6730 -7.78200
104 2.7420 -2.01080
113 387.1360 -14.51760
115 314.3520 -35.36460
116 209.5680 -23.57640
117 649.0000 -172.60608
121 91.4750 -1.82950
124 3.2040 -2.56320
127 13.4280 -11.19000
129 72.7840 -18.19600
130 218.3520 -54.58800
131 25.4240 -4.76700
133 72.7440 -12.73020
142 8.8320 -1.98720
145 3.5640 -2.97000
147 77.9520 -11.69280
150 720.0640 -63.00560
151 720.0640 -63.00560
152 39.1280 -8.80380
153 4.3380 -3.03660
158 6.3360 -4.64640
159 3.2640 -2.28480
160 86.0580 -63.10920
161 2.4690 -1.81060
180 2.8080 -1.96560
182 143.9280 -32.38380
Zarar eden ürünler için eyalet: Texas
Product_Name Order_Date \
6 12-1/2 Diameter Round Wall Clock 2014-12-02
7 12-1/2 Diameter Round Wall Clock 2014-12-06
9 3.6 Cubic Foot Counter Height Office Refrigerator 2014-03-03
10 3.6 Cubic Foot Counter Height Office Refrigerator 2016-08-13
11 3.6 Cubic Foot Counter Height Office Refrigerator 2017-12-02
12 36X48 HARDFLOOR CHAIRMAT 2017-08-17
13 3M Polarizing Light Filter Sleeves 2015-03-31
15 6" Cubicle Wall Clock, Black 2017-12-09
16 APC 7 Outlet Network SurgeArrest Surge Protector 2015-04-02
17 APC 7 Outlet Network SurgeArrest Surge Protector 2016-06-12
18 ARKON Windshield Dashboard Air Vent Car Mount ... 2014-12-15
24 Acco 3-Hole Punch 2014-09-26
25 Acco 6 Outlet Guardian Basic Surge Suppressor 2014-07-21
26 Acco 6 Outlet Guardian Premium Plus Surge Supp... 2017-05-23
27 Acco 6 Outlet Guardian Premium Plus Surge Supp... 2017-10-02
28 Acco 6 Outlet Guardian Premium Plus Surge Supp... 2017-12-23
29 Acco 6 Outlet Guardian Premium Surge Suppressor 2016-12-01
30 Acco 6 Outlet Guardian Standard Surge Suppressor 2014-07-26
31 Acco 7-Outlet Masterpiece Power Center, Wihtou... 2015-07-09
32 Acco 7-Outlet Masterpiece Power Center, Wihtou... 2017-04-21
34 Acco D-Ring Binder w/DublLock 2017-01-15
35 Acco D-Ring Binder w/DublLock 2017-08-18
36 Acco Economy Flexible Poly Round Ring Binder 2014-07-21
37 Acco Flexible ACCOHIDE Square Ring Data Binder... 2015-09-05
38 Acco Flexible ACCOHIDE Square Ring Data Binder... 2017-10-23
39 Acco Four Pocket Poly Ring Binder with Label H... 2014-01-07
40 Acco Four Pocket Poly Ring Binder with Label H... 2015-09-05
41 Acco Hanging Data Binders 2014-12-30
42 Acco PRESSTEX Data Binder with Storage Hooks, ... 2016-09-02
43 Acco Perma 2700 Stacking Storage Drawers 2017-09-18
44 Acco Perma 3000 Stacking Storage Drawers 2017-09-04
45 Acco Perma 4000 Stacking Storage Drawers 2016-03-05
46 Acco Pressboard Covers with Storage Hooks, 14 ... 2016-06-12
47 Acco Pressboard Covers with Storage Hooks, 14 ... 2017-05-18
48 Acco Side-Punched Conventional Columnar Pads 2014-11-12
49 Acco Side-Punched Conventional Columnar Pads 2017-08-17
50 Acco Suede Grain Vinyl Round Ring Binder 2015-03-10
51 Acco Suede Grain Vinyl Round Ring Binder 2017-03-02
52 Accohide Poly Flexible Ring Binders 2016-11-22
62 Advantus Panel Wall Acrylic Frame 2017-12-02
67 Akro Stacking Bins 2014-02-18
68 Akro Stacking Bins 2016-05-02
72 Aluminum Screw Posts 2015-04-02
73 Aluminum Screw Posts 2017-11-23
77 Angle-D Binders with Locking Rings, Label Holders 2014-09-07
78 Angle-D Binders with Locking Rings, Label Holders 2016-08-28
86 Atlantic Metals Mobile 2-Shelf Bookcases, Cust... 2017-11-17
87 Atlantic Metals Mobile 3-Shelf Bookcases, Cust... 2015-12-27
88 Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2015-03-01
89 Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2015-11-13
90 Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2017-03-27
91 Atlantic Metals Mobile 5-Shelf Bookcases, Cust... 2017-05-30
112 Avery Binding System Hidden Tab Executive Styl... 2016-12-30
113 Avery Durable Plastic 1" Binders 2015-08-24
114 Avery Durable Poly Binders 2017-05-06
115 Avery Durable Poly Binders 2017-08-04
119 Avery Framed View Binder, EZD Ring (Locking), ... 2017-05-18
122 Avery Hidden Tab Dividers for Binding Systems 2014-10-03
123 Avery Hidden Tab Dividers for Binding Systems 2016-11-19
124 Avery Hole Reinforcements 2015-08-06
125 Avery Non-Stick Binders 2014-10-10
126 Avery Non-Stick Binders 2015-10-24
127 Avery Non-Stick Binders 2016-10-13
128 Avery Non-Stick Binders 2017-04-21
129 Avery Poly Binder Pockets 2015-06-01
130 Avery Premier Heavy-Duty Binder with Round Loc... 2014-06-15
131 Avery Printable Repositionable Plastic Tabs 2015-10-19
132 Avery Recycled Flexi-View Covers for Binding S... 2015-11-07
133 Avery Reinforcements for Hole-Punch Pages 2015-10-15
134 Avery Reinforcements for Hole-Punch Pages 2015-12-06
135 Avery Self-Adhesive Photo Pockets for Polaroid... 2014-09-25
136 Avery Self-Adhesive Photo Pockets for Polaroid... 2015-08-05
137 Avery Triangle Shaped Sheet Lifters, Black, 2/... 2014-11-07
138 Avery Triangle Shaped Sheet Lifters, Black, 2/... 2015-06-25
143 Bady BDG101FRU Card Printer 2017-08-01
144 Belkin 5 Outlet SurgeMaster Power Centers 2017-03-26
145 Belkin 8 Outlet Surge Protector 2015-07-02
146 Belkin F9G930V10-GRY 9 Outlet Surge 2017-06-29
147 Belkin F9S820V06 8 Outlet Surge 2017-02-09
149 Belkin Premiere Surge Master II 8-outlet surge... 2014-12-20
150 Belkin Premiere Surge Master II 8-outlet surge... 2017-08-17
152 Belkin Standard 104 key USB Keyboard 2014-09-07
153 Bestar Classic Bookcase 2014-11-12
154 Bevis Oval Conference Table, Walnut 2017-01-02
155 Bevis Round Conference Room Tables and Bases 2014-03-01
156 Bevis Round Conference Table Top & Single Colu... 2015-01-19
157 Bevis Round Conference Table Top & Single Colu... 2017-06-29
158 Bevis Round Conference Table Top & Single Colu... 2017-09-11
159 Bevis Round Conference Table Top, X-Base 2017-10-30
160 Bevis Traditional Conference Table Top, Plinth... 2017-03-10
163 Binder Posts 2016-11-14
180 Bretford CR4500 Series Slim Rectangular Table 2014-11-25
181 Bretford CR4500 Series Slim Rectangular Table 2017-12-14
183 Bush Advantage Collection Racetrack Conference... 2014-03-29
184 Bush Advantage Collection Round Conference Table 2014-04-20
185 Bush Andora Conference Table, Maple/Graphite G... 2017-11-19
186 Bush Heritage Pine Collection 5-Shelf Bookcase... 2015-03-19
187 Bush Mission Pointe Library 2017-03-31
188 Bush Westfield Collection Bookcases, Fully Ass... 2017-11-13
189 Bush Westfield Collection Bookcases, Medium Ch... 2017-12-28
190 C-Line Cubicle Keepers Polyproplyene Holder w/... 2015-10-15
199 Cardinal HOLDit! Binder Insert Strips,Extra St... 2017-07-05
200 Cardinal HOLDit! Binder Insert Strips,Extra St... 2017-12-22
201 Cardinal Hold-It CD Pocket 2015-11-21
202 Carina 42"Hx23 3/4"W Media Storage Unit 2015-11-12
203 Carina 42"Hx23 3/4"W Media Storage Unit 2017-10-23
204 Carina Double Wide Media Storage Towers in Nat... 2015-03-22
205 Case Logic 2.4GHz Wireless Keyboard 2014-10-17
206 Chromcraft Bull-Nose Wood Round Conference Tab... 2015-04-13
207 Chromcraft Bull-Nose Wood Round Conference Tab... 2017-06-19
208 Chromcraft Round Conference Tables 2015-05-07
223 Commercial WindTunnel Clean Air Upright Vacuum... 2017-09-11
225 Computer Printout Index Tabs 2016-06-11
226 Conquest 14 Commercial Heavy-Duty Upright Vacu... 2014-11-23
227 Contemporary Borderless Frame 2014-05-20
228 Contemporary Wood/Metal Frame 2016-10-08
229 Contico 72"H Heavy-Duty Storage System 2016-09-08
232 DAX Black Cherry Wood-Tone Poster Frame 2014-03-01
233 DAX Black Cherry Wood-Tone Poster Frame 2017-09-08
234 DAX Clear Channel Poster Frame 2014-07-26
235 DAX Copper Panel Document Frame, 5 x 7 Size 2014-02-18
236 DAX Metal Frame, Desktop, Stepped-Edge 2017-10-30
237 DAX Natural Wood-Tone Poster Frame 2014-10-03
238 DAX Two-Tone Rosewood/Black Document Frame, De... 2016-11-04
239 DAX Two-Tone Silver Metal Document Frame 2016-02-27
240 DAX Value U-Channel Document Frames, Easel Back 2017-04-26
241 DAX Wood Document Frame. 2015-05-12
243 DMI Arturo Collection Mission-style Design Woo... 2014-04-18
244 DMI Arturo Collection Mission-style Design Woo... 2017-12-01
245 Dana Fluorescent Magnifying Lamp, White, 36" 2015-02-09
246 Dana Swing-Arm Lamps 2014-09-21
247 Dax Clear Box Frame 2016-06-12
248 Deflect-o EconoMat Studded, No Bevel Mat for L... 2014-05-11
249 Deflect-o EconoMat Studded, No Bevel Mat for L... 2016-11-04
250 Deflect-o RollaMat Studded, Beveled Mat for Me... 2016-02-02
251 Deflect-o RollaMat Studded, Beveled Mat for Me... 2017-07-05
252 Deflect-o SuperTray Unbreakable Stackable Tray... 2014-12-02
253 Deluxe Heavy-Duty Vinyl Round Ring Binder 2017-11-11
267 Economy Binders 2017-12-09
269 Eldon 400 Class Desk Accessories, Black Carbon 2016-10-10
270 Eldon Advantage Foldable Chair Mats for Low Pi... 2017-09-03
271 Eldon Base for stackable storage shelf, platinum 2016-09-05
272 Eldon Executive Woodline II Cherry Finish Desk... 2016-06-25
273 Eldon Executive Woodline II Cherry Finish Desk... 2017-05-29
274 Eldon Executive Woodline II Desk Accessories, ... 2015-08-25
275 Eldon Expressions Desk Accessory, Wood Pencil ... 2014-11-26
276 Eldon Expressions Desk Accessory, Wood Photo F... 2016-10-03
277 Eldon Expressions Desk Accessory, Wood Photo F... 2017-11-12
278 Eldon Expressions Punched Metal & Wood Desk Ac... 2016-09-09
279 Eldon Expressions Wood Desk Accessories, Oak 2015-08-05
280 Eldon Expressions Wood Desk Accessories, Oak 2015-12-31
281 Eldon Image Series Desk Accessories, Burgundy 2015-12-01
282 Eldon Image Series Desk Accessories, Ebony 2016-07-28
288 Eldon Wave Desk Accessories 2016-11-20
289 Electrix Architect's Clamp-On Swing Arm Lamp, ... 2016-12-08
291 Epson TM-T88V Direct Thermal Printer - Monochr... 2014-09-02
292 Eureka Disposable Bags for Sanitaire Vibra Gro... 2017-06-08
295 Eureka Sanitaire Commercial Upright 2017-12-17
296 Eureka The Boss Plus 12-Amp Hard Box Upright V... 2016-09-05
297 Euro Pro Shark Stick Mini Vacuum 2016-05-09
298 Executive Impressions 12" Wall Clock 2016-09-05
299 Executive Impressions 13" Clairmont Wall Clock 2016-01-07
300 Executive Impressions 14" Contract Wall Clock ... 2016-11-07
303 Fellowes 8 Outlet Superior Workstation Surge P... 2017-03-31
304 Fellowes Bankers Box Recycled Super Stor/Drawer 2014-03-01
305 Fellowes Bankers Box Stor/Drawer Steel Plus 2014-07-05
306 Fellowes Bankers Box Stor/Drawer Steel Plus 2017-05-12
308 Fellowes Command Center 5-outlet power strip 2017-11-25
309 Fellowes Neat Ideas Storage Cubes 2017-11-12
310 Fellowes Officeware Wire Shelving 2017-03-23
311 Fellowes PB300 Plastic Comb Binding Machine 2015-04-19
312 Fellowes PB500 Electric Punch Plastic Comb Bin... 2017-11-19
314 Fellowes Premier Superior Surge Suppressor, 10... 2015-04-19
315 Fellowes Recycled Storage Drawers 2015-11-07
316 Fellowes Staxonsteel Drawer Files 2017-05-06
317 Fellowes Stor/Drawer Steel Plus Storage Drawers 2015-12-31
318 Fellowes Strictly Business Drawer File, Letter... 2016-07-10
319 Fellowes Super Stor/Drawer 2015-12-20
320 Fellowes Superior 10 Outlet Split Surge Protector 2017-01-01
321 Fellowes Superior 10 Outlet Split Surge Protector 2017-10-02
322 Fellowes Twister Kit, Gray/Clear, 3/pkg 2015-04-06
323 Fellowes Twister Kit, Gray/Clear, 3/pkg 2017-08-11
328 Flat Face Poster Frame 2016-04-30
329 Flat Face Poster Frame 2016-08-23
330 Flexible Leather- Look Classic Collection Ring... 2017-04-11
333 G.E. Longer-Life Indoor Recessed Floodlight Bulbs 2014-10-17
334 GBC DocuBind 300 Electric Binding Machine 2014-12-12
335 GBC DocuBind P400 Electric Binding System 2014-07-26
336 GBC DocuBind P400 Electric Binding System 2016-04-08
337 GBC DocuBind TL300 Electric Binding System 2014-11-11
338 GBC Durable Plastic Covers 2014-08-15
339 GBC Ibimaster 500 Manual ProClick Binding System 2017-01-12
340 GBC Imprintable Covers 2015-09-17
341 GBC Imprintable Covers 2015-11-29
342 GBC Instant Index System for Binding Systems 2014-07-26
343 GBC Instant Report Kit 2015-11-30
344 GBC Instant Report Kit 2017-01-01
345 GBC Instant Report Kit 2017-09-30
346 GBC Personal VeloBind Strips 2014-10-10
347 GBC Plastic Binding Combs 2014-02-23
348 GBC Plastic Binding Combs 2015-04-18
349 GBC Plasticlear Binding Covers 2017-03-17
350 GBC Plasticlear Binding Covers 2017-06-19
351 GBC Pre-Punched Binding Paper, Plastic, White,... 2016-03-15
352 GBC Premium Transparent Covers with Diagonal L... 2014-07-26
353 GBC Premium Transparent Covers with Diagonal L... 2015-11-02
354 GBC ProClick 150 Presentation Binding System 2017-02-09
355 GBC ProClick Punch Binding System 2014-09-08
356 GBC ProClick Spines for 32-Hole Punch 2016-08-28
357 GBC Recycled Regency Composition Covers 2015-11-23
358 GBC Recycled VeloBinder Covers 2016-09-26
359 GBC Standard Plastic Binding Systems' Combs 2015-03-20
360 GBC Standard Plastic Binding Systems' Combs 2017-11-04
361 GBC Standard Recycled Report Covers, Clear Pla... 2014-10-17
362 GBC Standard Recycled Report Covers, Clear Pla... 2015-04-18
363 GBC Standard Recycled Report Covers, Clear Pla... 2016-08-22
364 GBC Standard Recycled Report Covers, Clear Pla... 2016-11-19
365 GBC Standard Therm-A-Bind Covers 2014-12-27
366 GBC Twin Loop Wire Binding Elements 2015-05-17
367 GBC Twin Loop Wire Binding Elements, 9/16" Spi... 2015-04-28
368 GBC VeloBind Cover Sets 2016-05-09
369 GBC VeloBind Cover Sets 2016-07-30
370 GBC VeloBinder Strips 2014-09-03
371 GBC White Gloss Covers, Plain Front 2015-06-19
372 GBC White Gloss Covers, Plain Front 2017-04-16
373 GBC Wire Binding Combs 2016-06-11
374 GBC Wire Binding Combs 2016-08-18
376 GE General Purpose, Extra Long Life, Showcase ... 2016-11-19
377 GE General Purpose, Extra Long Life, Showcase ... 2016-12-23
378 GE General Use Halogen Bulbs, 100 Watts, 1 Bul... 2014-11-12
379 GE General Use Halogen Bulbs, 100 Watts, 1 Bul... 2015-06-25
383 Global Armless Task Chair, Royal Blue 2017-09-08
384 Global Chrome Stack Chair 2016-04-08
385 Global Commerce Series High-Back Swivel/Tilt C... 2014-06-15
386 Global Commerce Series Low-Back Swivel/Tilt Ch... 2015-09-10
387 Global Commerce Series Low-Back Swivel/Tilt Ch... 2017-05-14
388 Global Deluxe High-Back Manager's Chair 2014-12-26
389 Global Deluxe High-Back Manager's Chair 2017-03-27
390 Global Deluxe Steno Chair 2014-05-21
391 Global Deluxe Steno Chair 2015-03-23
392 Global Enterprise Series Seating High-Back Swi... 2016-06-12
393 Global Fabric Manager's Chair, Dark Gray 2015-12-27
394 Global Geo Office Task Chair, Gray 2015-04-18
395 Global High-Back Leather Tilter, Burgundy 2016-04-18
396 Global Leather & Oak Executive Chair, Burgundy 2017-03-27
397 Global Push Button Manager's Chair, Indigo 2016-12-01
398 Global Stack Chair with Arms, Black 2015-05-26
399 Global Stack Chair without Arms, Black 2014-03-30
400 Global Value Mid-Back Manager's Chair, Gray 2014-05-05
401 Global Value Mid-Back Manager's Chair, Gray 2016-06-25
402 Global Value Steno Chair, Gray 2016-11-18
403 Global Wood Trimmed Manager's Task Chair, Khaki 2016-11-20
404 Global Wood Trimmed Manager's Task Chair, Khaki 2017-09-17
405 Global Wood Trimmed Manager's Task Chair, Khaki 2017-11-19
406 Gould Plastics 18-Pocket Panel Bin, 34w x 5-1/... 2014-07-05
407 Gould Plastics 9-Pocket Panel Bin, 18-3/8w x 5... 2015-11-07
410 HON 5400 Series Task Chairs for Big and Tall 2014-07-20
411 HON 5400 Series Task Chairs for Big and Tall 2015-10-15
413 Harbour Creations 67200 Series Stacking Chairs 2015-01-19
418 High Speed Automatic Electric Letter Opener 2016-03-03
419 High-Back Leather Manager's Chair 2016-09-26
420 Holmes Cool Mist Humidifier for the Whole Hous... 2014-02-16
421 Holmes HEPA Air Purifier 2016-06-24
422 Holmes Odor Grabber 2015-04-28
423 Holmes Replacement Filter for HEPA Air Cleaner... 2015-11-22
424 Holmes Replacement Filter for HEPA Air Cleaner... 2017-11-24
425 Holmes Visible Mist Ultrasonic Humidifier with... 2017-06-19
426 Hon 2111 Invitation Series Straight Table 2015-08-28
427 Hon 2111 Invitation Series Straight Table 2015-11-22
428 Hon 2111 Invitation Series Straight Table 2017-10-24
429 Hon 4070 Series Pagoda Armless Upholstered Sta... 2015-04-26
430 Hon 4070 Series Pagoda Round Back Stacking Chairs 2014-12-01
431 Hon 61000 Series Interactive Training Tables 2017-07-21
432 Hon Deluxe Fabric Upholstered Stacking Chairs 2014-07-12
433 Hon Deluxe Fabric Upholstered Stacking Chairs 2016-08-26
434 Hon Deluxe Fabric Upholstered Stacking Chairs 2017-11-25
436 Hon Every-Day Chair Series Swivel Task Chairs 2017-10-09
437 Hon Every-Day Series Multi-Task Chairs 2014-07-21
438 Hon Metal Bookcases, Black 2014-06-20
439 Hon Multipurpose Stacking Arm Chairs 2014-05-11
441 Hon Racetrack Conference Tables 2015-08-24
442 Hoover Commercial Lightweight Upright Vacuum 2017-12-11
443 Hoover Commercial Lightweight Upright Vacuum w... 2016-09-26
444 Hoover Commercial Soft Guard Upright Vacuum An... 2017-11-13
445 Hoover Commercial SteamVac 2017-01-02
446 Hoover Portapower Portable Vacuum 2017-03-18
447 Hoover Replacement Belt for Commercial Guardsm... 2017-06-19
448 Hoover Replacement Belts For Soft Guard & Comm... 2014-10-14
449 Hoover Upright Vacuum With Dirt Cup 2015-04-07
452 Howard Miller 13-1/2" Diameter Rosebrook Wall ... 2017-03-18
453 Howard Miller 13-3/4" Diameter Brushed Chrome ... 2017-03-04
454 Howard Miller 14-1/2" Diameter Chrome Round Wa... 2014-01-07
455 Howard Miller 16" Diameter Gallery Wall Clock 2016-04-18
456 Howard Miller Distant Time Traveler Alarm Clock 2015-09-17
462 Ibico Covers for Plastic or Wire Binding Elements 2015-04-06
463 Ibico Hi-Tech Manual Binding System 2017-02-05
464 Ibico Hi-Tech Manual Binding System 2017-03-18
465 Ibico Plastic Spiral Binding Combs 2014-05-21
466 Ibico Plastic Spiral Binding Combs 2015-10-23
467 Ibico Plastic and Wire Spiral Binding Combs 2017-08-18
468 Ibico Recycled Linen-Style Covers 2016-09-26
469 Ibico Standard Transparent Covers 2016-05-09
470 Iceberg OfficeWorks 42" Round Tables 2015-04-13
474 Imation�8gb Micro Traveldrive Usb 2.0�Flash Drive 2017-10-28
475 Imation�Clip USB�flash drive�- 8 GB 2016-01-03
479 Insertable Tab Indexes For Data Binders 2016-03-13
480 Insertable Tab Post Binder Dividers 2017-09-22
482 Iris 3-Drawer Stacking Bin, Black 2017-05-25
491 Jawbone MINI JAMBOX Wireless Bluetooth Speaker 2017-02-17
493 KI Adjustable-Height Table 2016-09-10
494 KI Conference Tables 2015-10-24
495 Kensington 6 Outlet SmartSocket Surge Protector 2015-11-21
496 Kensington 7 Outlet MasterPiece Power Center 2014-09-08
502 KeyTronic�KT800P2 -�Keyboard�- Black 2016-11-22
503 Kingston Digital DataTraveler 16GB USB 2.0 2015-04-02
504 Kingston Digital DataTraveler 16GB USB 2.0 2015-11-29
506 Laminate Occasional Tables 2016-11-05
508 Lesro Round Back Collection Coffee Table, End ... 2017-11-23
509 Lesro Sheffield Collection Coffee Table, End T... 2014-06-15
511 Lexmark MX611dhe Monochrome Laser Printer 2014-09-08
512 Lexmark MX611dhe Monochrome Laser Printer 2014-09-19
513 Lifetime Advantage Folding Chairs, 4/Carton 2014-12-15
514 Lifetime Advantage Folding Chairs, 4/Carton 2017-11-19
515 Linden 10" Round Wall Clock, Black 2017-11-06
520 Logitech Desktop MK120 Mouse and keyboard Combo 2014-12-20
521 Logitech Desktop MK120 Mouse and keyboard Combo 2017-10-28
522 Logitech G105 Gaming Keyboard 2016-11-24
523 Logitech G13 Programmable Gameboard with LCD D... 2016-05-26
524 Logitech G19 Programmable Gaming Keyboard 2016-11-24
528 Logitech K350 2.4Ghz Wireless Keyboard 2017-08-07
533 Logitech Wireless Touch Keyboard K400 2017-10-12
538 Longer-Life Soft White Bulbs 2014-12-16
539 Longer-Life Soft White Bulbs 2015-09-21
544 Martin-Yale Premier Letter Opener 2016-08-27
545 Master Caster Door Stop, Brown 2014-11-25
550 Maxell�LTO Ultrium - 800 GB 2017-11-12
560 Metal Folding Chairs, Beige, 4/Carton 2015-09-07
561 Microsoft Natural Keyboard Elite 2014-07-26
562 Microsoft Natural Keyboard Elite 2017-02-21
566 Motorola HK250 Universal Bluetooth Headset 2017-11-21
570 Newell 3-Hole Punched Plastic Slotted Magazine... 2015-12-31
595 Novimex Swivel Fabric Task Chair 2015-05-26
596 Novimex Swivel Fabric Task Chair 2016-03-15
597 Nu-Dell EZ-Mount Plastic Wall Frames 2015-08-25
598 Nu-Dell Executive Frame 2017-06-04
599 O'Sullivan Living Dimensions 5-Shelf Bookcases 2014-09-25
600 O'Sullivan Living Dimensions 5-Shelf Bookcases 2015-01-03
601 O'Sullivan Manor Hill 2-Door Library in Briann... 2015-08-06
602 O'Sullivan Manor Hill 2-Door Library in Briann... 2015-11-21
603 O'Sullivan Plantations 2-Door Library in Landv... 2016-09-27
604 O'Sullivan Plantations 2-Door Library in Landv... 2016-11-05
605 O'Sullivan Plantations 2-Door Library in Landv... 2017-06-29
607 OIC Stacking Trays 2016-08-18
610 Office Impressions End Table, 20-1/2"H x 24"W ... 2016-03-03
611 Office Star - Contemporary Swivel Chair with P... 2015-06-16
612 Office Star - Contemporary Task Swivel Chair 2017-01-01
613 Office Star - Contemporary Task Swivel chair w... 2015-12-26
614 Office Star - Contemporary Task Swivel chair w... 2016-05-02
615 Office Star - Ergonomically Designed Knee Chair 2016-10-20
616 Office Star - Mid Back Dual function Ergonomic... 2016-03-03
617 Office Star Flex Back Scooter Chair with White... 2014-11-23
618 Office Star Flex Back Scooter Chair with White... 2016-05-26
619 Office Star Flex Back Scooter Chair with White... 2017-11-19
620 Okidata C331dn Printer 2014-06-20
622 Padded Folding Chairs, Black, 4/Carton 2014-09-13
633 Perma STOR-ALL Hanging File Box, 13 1/8"W x 12... 2015-08-05
645 Plymouth Boxed Rubber Bands by Plymouth 2014-03-01
646 Poly Designer Cover & Back 2015-08-25
657 Premier Electric Letter Opener 2016-08-13
658 Premier Elliptical Ring Binder, Black 2017-09-08
659 Premium Transparent Presentation Covers by GBC 2016-11-05
660 Pressboard Covers with Storage Hooks, 9 1/2" x... 2016-05-21
661 Pressboard Covers with Storage Hooks, 9 1/2" x... 2017-01-01
662 Pressboard Hanging Data Binders for Unburst Sh... 2016-03-08
663 Presstex Flexible Ring Binders 2017-06-04
664 Prestige Round Ring Binders 2014-09-01
682 Revere Boxed Rubber Bands by Revere 2014-09-14
683 Riverside Furniture Oval Coffee Table, Oval En... 2014-09-07
684 Riverside Furniture Stanwyck Manor Table Series 2014-04-20
685 Riverside Palais Royal Lawyers Bookcase, Royal... 2016-09-08
686 Rogers Deluxe File Chest 2017-11-04
687 Rogers Profile Extra Capacity Storage Tub 2014-05-20
688 Round Ring Binders 2015-09-26
691 Rush Hierlooms Collection Rich Wood Bookcases 2017-10-19
692 SAFCO Arco Folding Chair 2014-09-08
693 SAFCO Boltless Steel Shelving 2016-08-23
694 SAFCO Boltless Steel Shelving 2017-01-01
695 SAFCO Optional Arm Kit for Workspace Cribbage ... 2017-08-17
697 Safco Commercial Shelving 2017-05-11
698 Safco Drafting Table 2016-03-21
699 Safco Drafting Table 2017-07-25
700 Safco Industrial Shelving 2017-08-07
701 Safco Industrial Wire Shelving 2017-06-19
702 Safco Industrial Wire Shelving System 2014-06-20
704 Safco Value Mate Series Steel Bookcases, Baked... 2016-03-14
709 SanDisk Cruzer 8 GB USB Flash Drive 2015-11-22
710 SanDisk Ultra 16 GB MicroSDHC Class 10 Memory ... 2014-05-20
711 SanDisk Ultra 32 GB MicroSDHC Class 10 Memory ... 2016-10-21
712 SanDisk Ultra 64 GB MicroSDHC Class 10 Memory ... 2017-11-30
715 Satellite Sectional Post Binders 2014-11-07
716 Satellite Sectional Post Binders 2017-04-16
717 Sauder Barrister Bookcases 2017-04-27
718 Sauder Camden County Collection Libraries, Pla... 2016-08-28
719 Sauder Camden County Collection Library 2016-12-02
720 Sauder Mission Library with Doors, Fruitwood F... 2017-02-17
721 Sauder Mission Library with Doors, Fruitwood F... 2017-05-06
723 Self-Adhesive Ring Binder Labels 2017-11-04
730 Situations Contoured Folding Chairs, 4/Set 2016-09-05
731 Situations Contoured Folding Chairs, 4/Set 2016-12-01
732 SlimView Poly Binder, 3/8" 2017-10-19
743 Space Solutions Commercial Steel Shelving 2015-08-24
744 Space Solutions HD Industrial Steel Shelving. 2014-09-08
748 Square Ring Data Binders, Rigid 75 Pt. Covers,... 2014-08-25
749 Stacking Tray, Side-Loading, Legal, Smoke 2016-06-11
750 Stacking Trays by OIC 2014-09-14
751 Stacking Trays by OIC 2017-02-09
762 Staple remover 2015-12-31
763 Staple remover 2017-03-02
764 Staple remover 2017-09-28
766 Staple-based wall hangings 2014-11-23
767 Staple-based wall hangings 2016-07-16
768 Staple-based wall hangings 2016-08-18
776 StarTech.com 10/100 VDSL2 Ethernet Extender Kit 2014-11-28
777 StarTech.com 10/100 VDSL2 Ethernet Extender Kit 2015-05-26
779 Sterilite Show Offs Storage Containers 2016-05-02
780 Sterling Rubber Bands by Alliance 2014-10-03
781 Stiletto Hand Letter Openers 2015-08-05
782 Stiletto Hand Letter Openers 2015-09-05
785 Storex Dura Pro Binders 2016-07-23
786 Storex Dura Pro Binders 2016-11-05
787 Storex Dura Pro Binders 2017-05-23
788 Storex Dura Pro Binders 2017-10-23
789 Storex DuraTech Recycled Plastic Frosted Binders 2014-06-20
790 Storex DuraTech Recycled Plastic Frosted Binders 2015-11-21
791 Storex DuraTech Recycled Plastic Frosted Binders 2015-11-22
792 Storex DuraTech Recycled Plastic Frosted Binders 2017-10-07
795 Surelock Post Binders 2017-11-12
800 Telescoping Adjustable Floor Lamp 2017-05-11
801 Telescoping Adjustable Floor Lamp 2017-11-19
802 Tenex "The Solids" Textured Chair Mats 2016-10-13
803 Tenex Antistatic Computer Chair Mats 2017-11-10
804 Tenex Carpeted, Granite-Look or Clear Contempo... 2014-12-16
805 Tenex Carpeted, Granite-Look or Clear Contempo... 2017-01-01
806 Tenex Chairmat w/ Average Lip, 45" x 53" 2016-07-28
807 Tenex Chairmats For Use with Hard Floors 2015-11-07
811 Tenex Traditional Chairmats for Medium Pile Ca... 2015-10-08
813 Tennsco Commercial Shelving 2017-04-16
814 Tennsco Commercial Shelving 2017-05-23
815 Tennsco Double-Tier Lockers 2017-11-12
816 Tennsco Lockers, Gray 2016-11-19
818 Tennsco Snap-Together Open Shelving Units, Sta... 2015-02-06
819 Tensor Brushed Steel Torchiere Floor Lamp 2017-12-03
822 Trimflex Flexible Post Binders 2014-09-14
823 Tripp Lite Isotel 6 Outlet Surge Protector wit... 2015-10-18
824 Tuf-Vin Binders 2017-07-05
826 UniKeep View Case Binders 2015-02-06
827 UniKeep View Case Binders 2017-04-21
829 Universal Recycled Hanging Pressboard Report B... 2014-11-11
830 V7 USB Numeric Keypad 2017-11-14
838 WD My Passport Ultra 1TB Portable External Har... 2016-01-03
839 WD My Passport Ultra 1TB Portable External Har... 2016-12-17
840 WD My Passport Ultra 1TB Portable External Har... 2017-10-23
841 WD My Passport Ultra 2TB Portable External Har... 2016-08-23
843 Westinghouse Clip-On Gooseneck Lamps 2014-07-20
848 Wilson Jones 1" Hanging DublLock Ring Binders 2017-12-25
849 Wilson Jones Easy Flow II Sheet Lifters 2014-02-16
850 Wilson Jones Elliptical Ring 3 1/2" Capacity B... 2014-08-25
851 Wilson Jones Elliptical Ring 3 1/2" Capacity B... 2017-05-12
852 Wilson Jones Four-Pocket Poly Binders 2017-07-02
853 Wilson Jones Heavy-Duty Casebound Ring Binders... 2014-11-22
854 Wilson Jones Heavy-Duty Casebound Ring Binders... 2015-07-13
855 Wilson Jones Impact Binders 2014-09-12
856 Wilson Jones Impact Binders 2016-11-22
857 Wilson Jones Impact Binders 2017-11-04
858 Wilson Jones Leather-Like Binders with DublLoc... 2015-11-08
859 Wilson Jones Leather-Like Binders with DublLoc... 2017-03-02
860 Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2016-10-10
861 Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2017-01-15
862 Wilson Jones Ledger-Size, Piano-Hinge Binder, ... 2017-12-25
863 Wilson Jones Legal Size Ring Binders 2017-11-14
864 Wilson Jones Legal Size Ring Binders 2017-12-25
865 Wilson Jones �Snap� Scratch Pad Binder Tool fo... 2017-09-17
979 Xerox WorkCentre 6505DN Laser Multifunction Pr... 2014-09-19
980 XtraLife ClearVue Slant-D Ring Binders by Card... 2015-03-22
981 Zipper Ring Binder Pockets 2017-11-06
Total_Sales Total_Profit
6 39.9600 -23.97600
7 23.9760 -14.38560
9 176.7720 -172.60608
10 58.9240 -153.20240
11 294.6200 -172.60608
12 16.7840 -22.23880
13 22.3800 -7.83300
15 9.7080 -5.82480
16 32.1920 -80.48000
17 64.3840 -160.96000
18 40.6800 -9.15300
24 0.8760 -1.40160
25 4.9920 -12.97920
26 18.3200 -46.71600
27 21.9840 -56.05920
28 29.3120 -74.74560
29 11.6480 -30.86720
30 4.8360 -12.09000
31 48.6320 -121.58000
32 97.2640 -172.60608
34 4.2760 -6.62780
35 21.3800 -33.13900
36 1.0440 -1.82700
37 16.2700 -25.21850
38 9.7620 -15.13110
39 10.4300 -18.25250
40 4.4700 -7.82250
41 2.2860 -3.65760
42 8.6080 -13.34240
43 47.5840 -2.97400
44 16.7840 -0.20980
45 12.9920 -0.81200
46 1.5240 -2.66700
47 6.8740 -10.65470
48 16.6560 -3.12300
49 5.5520 -1.04100
50 1.1120 -1.89040
51 0.5560 -0.94520
52 4.4880 -6.73200
62 8.7520 -3.71960
67 12.6240 -2.52480
68 18.9360 -3.78720
72 9.1560 -13.73400
73 6.1040 -9.15600
77 2.9200 -4.81800
78 13.1400 -21.68100
86 327.7328 -14.45880
87 532.3992 -46.97640
88 1227.9984 -36.11760
89 613.9992 -18.05880
90 1023.3320 -30.09800
91 204.6664 -6.01960
112 6.9240 -10.38600
113 2.7240 -4.22220
114 11.0600 -18.80200
115 3.3180 -5.64060
119 1.9960 -3.29340
122 1.7880 -3.03960
123 1.1920 -2.02640
124 6.2300 -9.65650
125 0.8980 -1.57150
126 3.5920 -6.28600
127 6.2860 -11.00050
128 2.6940 -4.71450
129 5.7280 -9.16480
130 8.5680 -14.56560
131 1.7200 -2.83800
132 32.0600 -51.29600
133 3.9600 -6.93000
134 2.7720 -4.85100
135 2.7240 -4.35840
136 1.3620 -2.17920
137 1.4760 -2.21400
138 0.9840 -1.47600
143 1419.9192 -172.60608
144 87.1680 -172.60608
145 32.7840 -85.23840
146 21.3920 -54.54960
147 12.9920 -32.48000
149 19.4320 -49.55160
150 38.8640 -99.10320
152 46.6880 -2.91800
153 67.9932 -12.99870
154 913.4300 -169.63700
155 376.5090 -43.02960
156 102.4380 -13.17060
157 307.3140 -39.51180
158 512.1900 -65.85300
159 251.0060 -68.13020
160 933.4080 -172.60608
163 2.2960 -3.90320
180 1218.7350 -121.87350
181 974.9880 -97.49880
183 890.8410 -152.71560
184 744.1000 -95.67000
185 718.1160 -71.81160
186 383.4656 -67.67040
187 205.3328 -36.23520
188 205.9992 -27.26460
189 78.8528 -11.59600
190 131.3760 -95.24760
199 11.3940 -17.66070
200 6.3300 -9.81150
201 7.9800 -13.16700
202 64.7840 -14.57640
203 259.1360 -58.30560
204 129.5680 -25.91360
205 119.9760 -17.99640
206 609.9800 -113.28200
207 457.4850 -84.96150
208 244.0060 -31.37220
223 1.5560 -4.20120
225 1.3440 -2.15040
226 34.1760 -87.14880
227 10.3320 -5.94090
228 51.7120 -32.32000
229 131.1360 -32.78400
232 63.5520 -34.95360
233 21.1840 -11.65120
234 17.4960 -10.06020
235 25.1600 -11.32200
236 16.1920 -8.50080
237 31.7760 -19.06560
238 11.3760 -5.68800
239 16.1920 -6.88160
240 1.9880 -1.44130
241 21.9680 -15.92680
243 317.0580 -18.11760
244 317.0580 -18.11760
245 40.7840 -30.58800
246 8.5440 -7.47600
247 6.9840 -4.53960
248 66.1120 -84.29280
249 66.1120 -84.29280
250 73.7840 -77.47320
251 332.0280 -172.60608
252 58.3600 -24.80300
253 18.3360 -32.08800
267 1.2480 -1.93440
269 14.0000 -6.30000
270 108.4000 -105.69000
271 93.4560 -17.52300
272 32.7120 -26.16960
273 65.4240 -52.33920
274 20.1040 -16.58580
275 19.3000 -14.47500
276 38.0800 -29.51200
277 22.8480 -17.70720
278 15.0080 -12.00640
279 14.7600 -11.43900
280 14.7600 -11.43900
281 6.6880 -4.01280
282 24.7000 -9.88000
288 7.0680 -2.82720
289 190.9200 -147.96300
291 559.7100 -121.27050
292 1.6240 -4.46600
295 66.2840 -172.60608
296 62.7900 -166.39350
297 48.7840 -131.71680
298 21.2040 -11.66220
299 23.0760 -10.96110
300 44.4600 -17.78400
303 33.6200 -90.77400
304 129.5520 -22.67160
305 281.4240 -35.17800
306 127.9200 -15.99000
308 67.8400 -172.60608
309 77.9520 -15.59040
310 143.7280 -32.33880
311 310.3920 -172.60608
312 1419.9192 -172.60608
314 19.5680 -52.83360
315 177.6480 -28.86780
316 772.6800 -57.95100
317 152.6880 -26.72040
318 338.0400 -33.80400
319 88.8000 -2.22000
320 15.2240 -38.82120
321 15.2240 -38.82120
322 9.6480 -16.88400
323 12.8640 -22.51200
328 22.6080 -10.17360
329 22.6080 -10.17360
330 11.3640 -17.04600
333 5.3120 -1.59360
334 210.3920 -172.60608
335 1419.9192 -172.60608
336 1088.7920 -172.60608
337 896.9900 -172.60608
338 30.9600 -52.63200
339 760.9800 -172.60608
340 6.5880 -10.21140
341 8.7840 -13.61520
342 8.8800 -13.32000
343 3.8820 -5.82300
344 6.4700 -9.70500
345 11.6460 -17.46900
346 11.9800 -19.16800
347 4.4280 -6.86340
348 1.4760 -2.28780
349 13.7760 -22.04160
350 6.8880 -11.02080
351 22.3860 -35.81760
352 16.7840 -26.85440
353 29.3720 -46.99520
354 252.7840 -172.60608
355 51.1840 -79.33520
356 10.0240 -16.53960
357 23.9120 -40.65040
358 6.8160 -11.58720
359 2.5120 -4.39600
360 7.5360 -13.18800
361 10.7800 -17.24800
362 4.3120 -6.89920
363 4.3120 -6.89920
364 10.7800 -17.24800
365 4.9840 -8.47280
366 33.2800 -49.92000
367 12.1760 -18.87280
368 18.5280 -27.79200
369 9.2640 -13.89600
370 7.6800 -11.52000
371 5.7920 -9.55680
372 2.8960 -4.77840
373 8.2720 -13.64880
374 2.0680 -3.41220
376 2.3280 -0.75660
377 2.3280 -0.75660
378 25.1280 -6.91020
379 75.3840 -20.73060
383 213.4300 -39.63700
384 95.9840 -4.11360
385 797.9440 -56.99600
386 179.8860 -2.56980
387 899.4300 -12.84900
388 600.5580 -8.57940
389 600.5580 -8.57940
390 107.7720 -29.25240
391 107.7720 -29.25240
392 379.3720 -119.23120
393 212.0580 -15.14700
394 56.6860 -20.24500
395 344.3720 -93.47240
396 211.2460 -66.39160
397 85.2460 -1.21780
398 104.9300 -4.49700
399 127.3020 -9.09300
400 127.8690 -9.13350
401 85.2460 -6.08900
402 255.1080 -18.22200
403 318.4300 -77.33300
404 318.4300 -77.33300
405 191.0580 -46.39980
406 220.7760 -44.15520
407 84.7840 -16.95680
410 981.3720 -140.19600
411 1419.9192 -172.60608
413 199.3040 -8.54160
418 1419.9192 -172.60608
419 454.9650 -136.48950
420 7.9600 -13.93000
421 8.7120 -19.60200
422 8.6520 -20.33220
423 68.8100 -123.85800
424 13.7620 -24.77160
425 2.2640 -5.20720
426 103.4810 -16.26130
427 206.9620 -32.52260
428 517.4050 -81.30650
429 408.4220 -5.83460
430 674.0580 -19.25880
431 124.4040 -21.32640
432 512.3580 -14.63880
433 1024.7160 -29.27760
434 853.9300 -24.39800
436 254.0580 -32.66460
437 657.9300 -93.99000
438 193.0656 -19.87440
439 1212.9600 -69.31200
441 918.7850 -118.12950
442 1.3920 -3.75840
443 93.0320 -172.60608
444 9.3240 -24.70860
445 5.4320 -13.58000
446 2.6880 -7.39200
447 0.4440 -1.11000
448 3.1600 -8.53200
449 463.2480 -172.60608
452 82.5240 -41.26200
453 103.5000 -77.62500
454 76.7280 -53.70960
455 127.8800 -67.13700
456 21.9360 -10.41960
462 6.9000 -12.07500
463 243.9920 -172.60608
464 182.9940 -172.60608
465 18.2400 -31.00800
466 6.0800 -10.33600
467 6.7440 -11.46480
468 15.6240 -24.99840
469 13.1840 -20.43520
470 211.3720 -45.29400
474 24.0000 -2.70000
475 30.0800 -5.26400
479 1.2720 -2.16240
480 11.2280 -18.52620
482 50.1360 -11.28060
491 438.3360 -87.66720
493 300.9300 -34.39200
494 347.3610 -69.47220
495 24.5880 -67.61700
496 177.9800 -172.60608
502 24.0320 -0.60080
503 50.1200 -0.62650
504 21.4800 -0.26850
506 863.1280 -160.29520
508 127.7850 -31.03350
509 99.9180 -18.55620
511 1419.9192 -172.60608
512 1419.9192 -172.60608
513 763.2800 -21.80800
514 305.3120 -8.72320
515 30.5600 -19.86400
520 65.4400 -8.18000
521 26.1760 -3.27200
522 94.9920 -2.37480
523 63.9920 -7.19910
524 297.5760 -7.43940
528 119.4480 -13.43790
533 39.9840 -1.49940
538 8.6240 -2.58720
539 4.9280 -1.47840
544 51.5200 -10.94800
545 6.0960 -3.96240
550 44.7840 -0.55980
560 47.5160 -2.03640
561 431.1360 -26.94600
562 47.9040 -2.99400
566 55.1760 -12.41460
570 3.6560 -5.84960
595 105.6860 -28.68620
596 528.4300 -143.43100
597 7.8800 -3.94000
598 30.3360 -17.44320
599 300.5328 -97.23120
600 1352.3976 -172.60608
601 369.1992 -114.01740
602 246.1328 -76.01160
603 956.6648 -172.60608
604 956.6648 -172.60608
605 409.9992 -96.47040
607 5.3440 -2.13760
610 637.8960 -127.57920
611 197.3720 -25.37640
612 310.7440 -26.63520
613 275.0580 -90.37620
614 366.7440 -110.02320
615 56.6860 -14.57640
616 563.4300 -56.34300
617 155.3720 -35.51360
618 388.4300 -88.78400
619 233.0580 -53.27040
620 418.8000 -97.72000
622 340.1160 -9.71760
633 33.4880 -1.25580
645 18.8400 -3.53250
646 3.7980 -6.07680
657 185.3760 -34.75800
658 42.6160 -68.18560
659 12.5880 -20.14080
660 1.9640 -3.24060
661 13.7480 -22.68420
662 8.8560 -14.16960
663 6.3700 -9.55500
664 3.6480 -6.01920
682 6.0480 -1.36080
683 200.7950 -22.94800
684 401.5900 -131.95100
685 1419.9192 -172.60608
686 52.7520 -12.52860
687 66.9600 -13.39200
688 2.0800 -3.43200
691 328.3992 -91.75860
692 2386.6192 -38.66800
693 727.2960 -172.60608
694 454.5600 -107.95800
695 74.5920 -2.13120
697 74.4160 -14.88320
698 99.3720 -1.41960
699 298.1160 -4.25880
700 118.1600 -25.10900
701 153.5840 -32.63660
702 509.4880 -127.37200
704 241.3320 -14.19600
709 27.1680 -1.35840
710 20.7840 -3.63720
711 106.0800 -9.28200
712 95.9760 -10.79730
715 26.0460 -44.27820
716 26.0460 -44.27820
717 220.2656 -42.10960
718 156.3728 -52.89080
719 781.8640 -137.97600
720 89.0664 -17.02740
721 623.4648 -119.19180
723 1.4080 -2.32320
730 347.8020 -24.84300
731 248.4300 -17.74500
732 2.0720 -3.52240
743 724.0800 -135.76500
744 275.9280 -58.63470
748 12.3840 -19.81440
749 12.5440 -9.09440
750 9.9600 -6.72300
751 3.9840 -2.68920
762 5.8880 -1.32480
763 6.9760 -1.39520
764 1.7440 -0.34880
766 6.3680 -2.54720
767 9.5520 -3.82080
768 9.5520 -3.82080
776 998.8500 -172.60608
777 399.5400 -79.90800
779 12.6720 -3.16800
780 15.0720 -3.76800
781 23.0400 -4.89600
782 69.1200 -14.68800
785 4.7520 -8.31600
786 3.5640 -6.23700
787 1.1880 -1.96020
788 3.5640 -6.23700
789 3.3920 -5.08800
790 1.6960 -2.54400
791 2.5440 -3.81600
792 4.2400 -6.36000
795 30.5600 -45.84000
800 7.9960 -6.99650
801 15.9920 -13.99300
802 139.9200 -150.41400
803 341.9600 -172.60608
804 56.5680 -74.95260
805 141.4200 -172.60608
806 302.7200 -172.60608
807 64.9600 -84.44800
811 72.7800 -70.96050
813 32.5440 -7.72920
814 48.8160 -11.59380
815 540.0480 -47.25420
816 100.7040 -16.36440
818 670.7520 -125.76600
819 13.5920 -14.27160
822 8.5520 -13.68320
823 73.1640 -172.60608
824 6.3160 -10.42140
826 2.9340 -4.98780
827 2.9340 -4.98780
829 1.2340 -1.97440
830 167.9520 -27.29220
838 165.6000 -6.21000
839 165.6000 -6.21000
840 55.2000 -2.07000
841 666.4000 -33.32000
843 16.7400 -14.22900
848 3.1680 -5.06880
849 1.0800 -1.72800
850 25.6800 -39.80400
851 34.2400 -53.07200
852 5.2320 -8.10960
853 6.9280 -11.08480
854 41.5680 -66.50880
855 5.1800 -8.02900
856 6.2160 -9.63480
857 4.1440 -6.42320
858 10.4760 -17.28540
859 12.2220 -20.16630
860 16.3920 -26.22720
861 32.7840 -52.45440
862 40.9800 -65.56800
863 21.9900 -32.98500
864 39.5820 -59.37300
865 5.8000 -10.15000
979 1419.9192 -172.60608
980 14.1120 -21.16800
981 1.2480 -1.93440
In [85]:
# Eyalet ve alt kategori bazında toplam satış ve kâr hesaplama
subcategory_profit_loss = df.groupby(['State', 'Sub_Category']).agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Kar etmeyen alt kategorileri bulma
unprofitable_subcategories = subcategory_profit_loss[subcategory_profit_loss['Total_Profit'] < 0]
# Zarar eden alt kategorileri yazdırma
if not unprofitable_subcategories.empty:
print("Zarar eden alt kategoriler:")
print(unprofitable_subcategories[['State', 'Sub_Category', 'Total_Sales', 'Total_Profit']])
else:
print("Zarar eden alt kategori bulunmamaktadır.")
# Zarar eden alt kategorilerin zaman bazında analizi
# Eyalet ve alt kategori bazında tarih bazında toplam satış ve kâr hesaplama
product_profit_loss_time = df.groupby(['State', 'Sub_Category', 'Order_Date']).agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Zarar eden alt kategorilerin zaman bazında detaylı analizi
for _, row in unprofitable_subcategories.iterrows():
state = row['State']
sub_category = row['Sub_Category']
# İlgili alt kategori ve eyalet için veri filtreleme
time_analysis = product_profit_loss_time[(product_profit_loss_time['State'] == state) &
(product_profit_loss_time['Sub_Category'] == sub_category)]
if not time_analysis.empty:
print(f"\n{state} eyaletinde {sub_category} alt kategorisi için zaman bazında zarar analizi:")
print(time_analysis[['Order_Date', 'Total_Sales', 'Total_Profit']])
# Görselleştirme
plt.figure(figsize=(12, 6))
plt.plot(time_analysis['Order_Date'], time_analysis['Total_Profit'], marker='o', linestyle='-', color='red', label='Toplam Kâr')
plt.title(f'{state} Eyaletinde {sub_category} Alt Kategorisi için Zarar Analizi')
plt.xlabel('Tarih')
plt.ylabel('Toplam Kâr')
plt.axhline(0, color='black', linewidth=1) # Kırmızı çizgi sıfır noktasını gösterir
plt.xticks(rotation=45)
plt.grid(axis='y')
plt.legend()
plt.show()
else:
print(f"{state} eyaletinde {sub_category} alt kategorisi için zaman bazında veri bulunmamaktadır.")
Zarar eden alt kategoriler:
State Sub_Category Total_Sales Total_Profit
19 Arizona Binders 2185.3530 -837.67946
20 Arizona Bookcases 519.2130 -517.81824
26 Arizona Machines 965.9490 -409.20816
29 Arizona Storage 2590.3840 -271.17090
30 Arizona Supplies 282.5280 -30.19760
.. ... ... ... ...
575 Texas Machines 10046.0268 -944.12230
578 Texas Storage 15588.5672 -763.57868
579 Texas Supplies 2006.6072 -223.87118
580 Texas Tables 15760.6610 -2215.93548
640 West Virginia Tables 673.3440 -76.95360
[79 rows x 4 columns]
Arizona eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
94 2014-01-19 32.340 -23.71600
95 2014-06-22 8.226 -6.03240
96 2014-07-23 8.160 -5.71200
97 2014-08-09 9.345 -6.54150
98 2014-12-13 5.214 -4.17120
99 2014-12-27 946.764 -172.60608
100 2014-12-30 551.985 -172.60608
101 2015-05-23 19.194 -12.79600
102 2015-06-18 13.692 -9.43040
103 2015-07-10 3.366 -2.24400
104 2015-07-19 2.025 -1.35000
105 2015-09-26 149.619 -107.44910
106 2015-11-06 4.401 -3.52080
107 2016-03-08 9.702 -7.11480
108 2016-04-22 28.485 -20.88900
109 2016-07-10 44.856 -35.88480
110 2016-10-02 54.792 -40.18080
111 2016-11-12 10.638 -7.94680
112 2016-12-19 15.654 -11.82720
113 2017-01-23 4.938 -3.62120
114 2017-05-15 4.752 -3.16800
115 2017-06-08 72.588 -48.39200
116 2017-07-18 7.656 -6.12480
117 2017-09-07 7.857 -6.02370
118 2017-09-19 18.180 -13.93800
119 2017-10-21 8.559 -6.56190
120 2017-11-05 2.388 -1.83080
121 2017-11-10 38.388 -25.59200
122 2017-11-24 20.724 -15.19760
123 2017-12-02 67.860 -45.24000
124 2017-12-09 13.005 -9.97050
Arizona eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
125 2014-01-19 181.470 -172.60608
126 2015-07-14 127.764 -172.60608
127 2017-05-11 209.979 -172.60608
Arizona eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
178 2016-12-25 269.970 -172.60608
179 2017-10-16 599.985 -172.60608
180 2017-11-10 95.994 -63.99600
Arizona eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
228 2014-07-14 55.920 6.2910
229 2014-09-13 79.400 5.9550
230 2014-12-09 100.704 -1.2588
231 2015-04-13 10.744 0.8058
232 2015-06-15 82.368 -19.5624
233 2015-07-14 272.736 -64.7748
234 2015-09-26 483.552 -87.8652
235 2015-12-06 247.104 -58.6872
236 2016-03-10 104.696 6.5435
237 2016-04-14 42.976 4.2976
238 2016-07-10 16.768 1.4672
239 2016-11-27 39.808 3.9808
240 2017-02-20 51.168 -6.3960
241 2017-06-08 35.168 -8.3524
242 2017-06-11 284.040 -40.8078
243 2017-08-31 10.744 0.8058
244 2017-09-19 12.624 -2.5248
245 2017-11-05 243.992 30.4990
246 2017-11-24 415.872 -41.5872
Arizona eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
247 2014-10-02 15.360 -3.2640
248 2014-11-30 47.992 3.5994
249 2016-04-22 185.376 -34.7580
250 2016-07-18 33.800 4.2250
Arizona eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
251 2014-09-19 73.915 -45.82730
252 2015-07-26 393.165 -172.60608
253 2016-04-22 1272.630 -172.60608
254 2016-09-25 393.165 -172.60608
255 2016-12-19 455.970 -172.60608
256 2016-12-25 35.445 -24.10260
257 2017-02-20 386.910 -172.60608
258 2017-07-18 801.600 -172.60608
259 2017-12-22 182.550 -135.08700
California eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
1957 2014-01-27 333.0000 -16.6500
1958 2014-03-03 626.3520 -23.4882
1959 2014-04-08 99.5920 2.4898
1960 2014-05-27 567.1200 -28.3560
1961 2014-06-09 1419.9192 85.3092
... ... ... ...
2017 2017-10-27 189.5760 9.4788
2018 2017-11-03 1906.2872 57.3924
2019 2017-11-24 435.1680 7.3248
2020 2017-12-08 1004.0240 -112.9527
2021 2017-12-09 896.3280 22.4082
[65 rows x 3 columns]
Colorado eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2055 2014-06-21 36.252 -24.9072
2056 2014-12-26 78.600 -62.8800
2057 2015-01-06 1.938 -1.3566
2058 2015-09-28 1.080 -0.7920
2059 2015-11-13 36.882 -25.8174
2060 2015-11-20 14.508 -10.7964
2061 2016-04-24 3.108 -2.1756
2062 2016-05-20 40.635 -32.5080
2063 2016-05-30 39.948 -28.9424
2064 2016-07-08 28.704 -19.4272
2065 2016-07-18 1.872 -1.4352
2066 2016-08-15 18.882 -13.8468
2067 2016-10-06 29.880 -24.1016
2068 2017-04-17 42.588 -31.6322
2069 2017-05-05 9.552 -7.3232
2070 2017-09-28 76.776 -58.8616
2071 2017-10-22 3.168 -2.5344
2072 2017-12-01 6.783 -4.7481
2073 2017-12-02 36.624 -24.4160
2074 2017-12-28 1.188 -0.9900
Colorado eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2075 2015-11-20 145.764 -172.60608
2076 2015-12-11 69.576 -143.79040
2077 2015-12-24 590.058 -172.60608
2078 2016-03-19 72.294 -98.80180
2079 2016-10-10 90.882 -172.60608
2080 2017-05-05 89.991 -152.98470
2081 2017-09-23 180.588 -172.60608
2082 2017-12-02 242.352 -172.60608
2083 2017-12-19 102.018 -172.60608
Colorado eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2127 2015-10-30 59.9940 -45.99540
2128 2016-10-06 703.7100 -172.60608
2129 2017-04-17 1419.9192 -172.60608
Colorado eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2159 2014-03-10 636.408 -15.9102
2160 2015-10-01 139.424 17.4280
2161 2016-07-08 33.488 -1.2558
2162 2016-07-18 931.608 -33.8040
2163 2016-09-24 511.056 -95.8230
2164 2016-12-11 243.384 -51.7191
2165 2017-01-14 168.624 14.7546
2166 2017-06-17 146.352 -32.9292
2167 2017-08-21 237.096 20.7459
2168 2017-09-28 147.184 -29.4368
2169 2017-12-02 114.288 12.8574
2170 2017-12-19 78.256 -17.6076
Colorado eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2171 2014-08-23 6.800 0.51000
2172 2015-04-27 5.840 0.73000
2173 2015-10-02 10.944 0.95760
2174 2017-03-13 1332.496 -172.60608
2175 2017-12-03 47.320 5.91500
Colorado eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2176 2014-08-03 218.75 -161.87500
2177 2014-11-18 145.98 -99.26640
2178 2015-12-11 364.95 -172.60608
2179 2016-10-13 727.45 -172.60608
Connecticut eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2256 2014-07-19 70.560 -4.0320
2257 2016-01-15 181.797 -15.5826
Delaware eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2343 2015-07-11 199.836 -37.1124
2344 2017-07-15 310.443 -48.7839
Florida eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2425 2014-02-02 18.336 -12.22400
2426 2014-03-15 50.406 -37.20500
2427 2014-03-19 33.570 -25.73700
2428 2014-03-31 14.514 -11.42430
2429 2014-05-13 398.352 -172.60608
2430 2014-06-06 1.365 -0.91000
2431 2014-07-01 5.184 -3.62880
2432 2014-07-05 9.810 -6.86700
2433 2014-08-29 505.176 -172.60608
2434 2014-11-30 6.642 -4.42800
2435 2014-12-16 1.167 -0.85580
2436 2014-12-19 4.812 -3.68920
2437 2015-06-08 18.264 -13.39360
2438 2015-06-09 102.720 -69.76400
2439 2015-06-11 82.368 -66.02000
2440 2015-09-06 3.444 -2.52560
2441 2015-10-09 13.086 -9.90780
2442 2015-11-07 1361.631 -185.52288
2443 2015-11-12 9.900 -7.74540
2444 2015-11-13 121.104 -100.92000
2445 2015-11-20 70.110 -56.08800
2446 2015-12-04 8.226 -6.03240
2447 2015-12-11 12.828 -8.97960
2448 2016-02-21 38.622 -29.48480
2449 2016-05-14 81.354 -61.57900
2450 2016-05-15 7.764 -5.17600
2451 2016-05-17 29.970 -23.77920
2452 2016-05-20 2.694 -2.24500
2453 2016-06-14 39.936 -26.62400
2454 2016-07-29 2.214 -1.47600
2455 2016-09-22 7.506 -6.00480
2456 2016-10-01 5.388 -4.49000
2457 2016-10-21 28.752 -21.08480
2458 2016-10-28 75.615 -56.67300
2459 2016-11-11 9.888 -6.92160
2460 2016-11-26 3.744 -2.62080
2461 2016-11-28 7.434 -5.69940
2462 2016-12-18 254.058 -169.37200
2463 2017-01-07 2.808 -1.96560
2464 2017-02-03 3.882 -2.58800
2465 2017-03-28 68.742 -48.11940
2466 2017-04-07 5.328 -3.55200
2467 2017-04-09 17.430 -13.36300
2468 2017-04-10 4.419 -3.09330
2469 2017-04-15 15.570 -11.93700
2470 2017-04-30 4.842 -3.55080
2471 2017-06-03 4.554 -3.49140
2472 2017-09-21 12.294 -8.60580
2473 2017-09-24 15.570 -11.41800
2474 2017-10-27 5.607 -3.92490
2475 2017-11-03 4.086 -2.99640
2476 2017-11-10 11.520 -7.68000
2477 2017-11-18 20.232 -16.18560
2478 2017-12-02 45.660 -33.48400
Florida eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2479 2014-08-08 155.456 -7.7728
2480 2015-07-17 231.920 5.7980
2481 2015-11-20 290.352 -36.2940
2482 2016-11-20 289.568 10.8588
2483 2016-11-24 339.920 8.4980
2484 2017-05-01 314.352 -15.7176
2485 2017-06-03 241.568 0.0000
2486 2017-11-25 723.920 -81.4410
Florida eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2487 2014-03-31 1125.4880 98.48020
2488 2014-12-14 186.3040 13.97280
2489 2014-12-16 1013.8320 101.38320
2490 2014-12-23 64.7840 6.47840
2491 2015-03-29 1166.9200 131.27850
2492 2015-06-11 1123.9200 -172.60608
2493 2015-11-12 670.0560 -55.59870
2494 2016-05-28 390.2720 -24.39200
2495 2016-11-06 207.9840 -28.59780
2496 2017-01-30 419.1360 -68.10960
2497 2017-04-01 218.3520 -19.10580
2498 2017-05-01 1419.9192 0.00000
2499 2017-06-26 273.5520 -13.67760
2500 2017-07-06 239.2400 23.92400
2501 2017-09-04 97.1840 6.07400
2502 2017-09-26 419.1360 -57.63120
2503 2017-10-21 683.9520 42.74700
2504 2017-12-11 64.7840 -12.14700
Florida eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2575 2014-03-18 2241.2192 -189.03208
2576 2015-11-22 32.9850 -1.97910
2577 2016-06-09 695.7000 -27.82800
2578 2016-07-23 265.4750 -111.49950
2579 2017-12-25 120.0000 -7.20000
Florida eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2657 2014-03-15 142.7760 17.84700
2658 2014-03-19 26.1600 1.96200
2659 2014-12-23 508.1920 -11.65580
2660 2015-03-22 150.4080 -33.84180
2661 2015-06-08 516.9600 -6.46200
2662 2015-06-11 1600.4320 72.97400
2663 2015-09-15 24.6720 2.15880
2664 2015-10-10 1419.9192 -172.60608
2665 2015-10-11 22.3680 2.51640
2666 2015-10-22 9.9520 0.99520
2667 2015-11-20 17.4400 1.30800
2668 2016-02-21 432.4560 32.43420
2669 2016-05-26 184.7040 13.85280
2670 2016-11-20 39.7200 4.46850
2671 2016-12-11 85.2240 7.45710
2672 2017-04-24 113.5680 -21.29400
2673 2017-06-10 1347.5200 84.22000
2674 2017-06-20 4.4640 0.33480
2675 2017-09-05 147.1840 -29.43680
2676 2017-09-08 61.6800 5.39700
2677 2017-09-19 95.6160 9.56160
2678 2017-10-20 4.7680 -0.77480
2679 2017-11-18 81.3600 -19.32300
Florida eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2680 2014-08-12 5.552 -1.04100
2681 2014-08-22 7.632 -1.81260
2682 2015-05-01 41.376 4.65480
2683 2016-07-07 45.584 5.12820
2684 2016-12-18 961.480 -172.60608
2685 2017-05-01 3.328 0.41600
2686 2017-11-18 2.944 -0.66240
Florida eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2687 2014-08-29 174.0585 -110.76450
2688 2015-04-26 191.5155 -76.60620
2689 2015-10-11 957.5775 -172.60608
2690 2015-11-27 375.4575 -157.00950
2691 2016-08-12 562.2925 -172.60608
2692 2016-09-18 383.4380 -167.31840
2693 2016-11-27 331.0230 -114.35340
2694 2017-04-07 854.4745 -274.65408
2695 2017-05-01 933.2620 -172.60608
2696 2017-12-11 721.8750 -172.60608
Illinois eyaletinde Appliances alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2910 2014-05-25 75.600 -166.32000
2911 2014-09-14 52.448 -131.12000
2912 2014-12-02 2.394 -6.34410
2913 2014-12-06 14.016 -31.53600
2914 2014-12-09 20.388 -53.00880
2915 2015-03-05 180.980 -172.60608
2916 2015-05-10 70.970 -172.60608
2917 2015-05-21 20.768 -52.95840
2918 2015-06-08 143.128 -172.60608
2919 2015-08-23 5.768 -13.55480
2920 2015-12-10 53.088 -108.83040
2921 2016-02-16 92.064 -172.60608
2922 2016-03-06 2.334 -6.30180
2923 2016-04-21 48.792 -126.85920
2924 2016-05-03 26.406 -71.29620
2925 2016-12-09 4.356 -11.76120
2926 2017-07-09 58.464 -146.16000
2927 2017-09-02 5.588 -15.08760
2928 2017-09-23 73.176 -172.60608
2929 2017-10-21 23.992 -62.37920
Illinois eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2965 2014-01-04 3.5400 -5.48700
2966 2014-02-06 8.9520 -14.77080
2967 2014-02-21 8.8500 -13.71750
2968 2014-03-31 8.1340 -13.82780
2969 2014-05-11 104.5800 -172.55700
... ... ... ...
3033 2017-11-05 16.0300 -25.64800
3034 2017-11-26 33.5680 -53.70880
3035 2017-12-07 1419.9192 -172.60608
3036 2017-12-23 13.8400 -22.14400
3037 2017-12-28 1.6800 -2.68800
[73 rows x 3 columns]
Illinois eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
3038 2014-09-20 493.430 -70.4900
3039 2014-11-18 424.116 -30.2940
3040 2015-03-24 359.058 -35.9058
3041 2015-07-20 1298.374 -178.6776
3042 2015-12-20 359.058 -71.8116
3043 2016-09-03 198.744 0.0000
3044 2016-12-23 141.372 -14.1372
3045 2017-08-03 183.372 -36.6744
3046 2017-09-04 825.174 -117.8820
Illinois eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
3047 2014-03-01 634.116 -172.11720
3048 2014-05-26 359.772 -5.13960
3049 2014-08-20 421.372 -6.01960
3050 2014-10-03 258.279 -70.10430
3051 2014-11-11 797.944 -56.99600
3052 2014-11-16 37.296 -1.06560
3053 2015-03-30 366.744 -110.02320
3054 2015-04-25 128.058 -23.78220
3055 2015-04-30 213.115 -15.22250
3056 2015-05-24 602.651 -163.57670
3057 2015-07-02 790.538 -98.63420
3058 2015-07-12 383.607 -5.48010
3059 2015-09-13 170.072 -12.14800
3060 2016-02-16 62.958 -2.69820
3061 2016-03-21 528.430 0.00000
3062 2016-03-29 844.116 -36.17640
3063 2016-05-31 191.079 -38.21580
3064 2016-06-27 539.658 -7.70940
3065 2016-07-07 253.372 -14.47840
3066 2016-09-19 701.372 -50.09800
3067 2016-09-26 747.558 -96.11460
3068 2016-11-11 47.992 -2.05680
3069 2016-12-27 845.488 -12.07840
3070 2017-02-16 600.558 -8.57940
3071 2017-03-13 89.768 -2.56480
3072 2017-04-20 317.058 -18.11760
3073 2017-05-22 181.986 -54.59580
3074 2017-05-28 106.869 -29.00730
3075 2017-06-13 470.302 -87.34180
3076 2017-06-30 569.058 -172.60608
3077 2017-07-22 526.344 -75.19200
3078 2017-09-24 520.464 -14.87040
3079 2017-10-10 239.358 -47.87160
3080 2017-10-12 254.604 -18.18600
3081 2017-11-18 127.386 -25.47720
3082 2017-12-11 520.464 -14.87040
3083 2017-12-28 113.372 -3.23920
Illinois eyaletinde Furnishings alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
3109 2014-05-25 29.320 -24.18900
3110 2014-06-03 61.544 -40.00360
3111 2014-11-11 10.984 -7.96340
3112 2014-11-18 8.544 -7.47600
3113 2014-12-06 10.776 -4.84920
3114 2014-12-13 94.428 -42.49260
3115 2014-12-15 8.544 -7.47600
3116 2014-12-27 32.952 -19.77120
3117 2014-12-29 47.712 -55.47360
3118 2015-01-17 254.744 -172.60608
3119 2015-03-05 4.712 -1.88480
3120 2015-05-04 22.288 -8.91520
3121 2015-05-31 51.560 -61.87200
3122 2015-07-12 7.760 -2.13400
3123 2015-09-27 24.288 -12.75120
3124 2015-11-13 17.496 -7.43580
3125 2015-11-16 34.504 -15.52680
3126 2015-11-28 164.092 -181.09848
3127 2015-12-17 41.552 -19.73720
3128 2015-12-21 51.756 -33.64140
3129 2016-03-06 159.040 -172.60608
3130 2016-04-28 30.344 -31.86120
3131 2016-05-17 22.608 -10.17360
3132 2016-05-27 30.760 -35.03340
3133 2016-05-31 32.064 -12.82560
3134 2016-06-04 435.412 -180.11208
3135 2016-07-07 60.288 -27.12960
3136 2016-09-02 84.272 -75.84480
3137 2016-09-03 83.952 -90.24840
3138 2016-09-08 14.136 -7.77480
3139 2016-10-23 16.156 -12.11700
3140 2016-11-12 22.752 -8.53200
3141 2016-11-29 242.176 -172.60608
3142 2017-02-03 22.200 -26.08500
3143 2017-02-16 7.692 -3.65370
3144 2017-04-20 58.960 -58.35800
3145 2017-05-18 24.500 -11.16690
3146 2017-06-09 23.976 -14.38560
3147 2017-06-12 8.856 -6.86340
3148 2017-06-30 14.224 -10.31240
3149 2017-07-20 8.792 -5.71480
3150 2017-08-26 64.960 -43.84800
3151 2017-10-13 10.476 -6.80940
3152 2017-11-23 6.464 -4.04000
3153 2017-12-11 77.720 -66.06200
3154 2017-12-14 324.712 -200.68268
3155 2017-12-28 10.928 -3.79640
Illinois eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
3266 2014-01-04 272.736 -64.7748
3267 2014-04-05 101.728 7.6296
3268 2014-05-05 45.248 3.9592
3269 2014-05-26 102.624 7.6968
3270 2014-06-03 132.696 9.9522
3271 2014-07-26 123.552 -29.3436
3272 2014-09-22 331.536 -82.8840
3273 2014-10-20 505.320 31.5825
3274 2014-11-18 381.720 -66.8010
3275 2014-11-24 646.200 -8.0775
3276 2014-12-05 24.816 1.8612
3277 2014-12-06 35.168 -8.3524
3278 2014-12-19 32.592 -7.7406
3279 2014-12-22 132.160 9.9120
3280 2014-12-27 30.016 3.0016
3281 2015-03-05 60.416 6.0416
3282 2015-04-25 221.024 -55.2560
3283 2015-07-02 504.104 54.9967
3284 2015-11-15 250.272 15.6420
3285 2015-11-16 21.488 1.6116
3286 2015-11-28 136.288 -15.5184
3287 2015-12-17 180.016 -15.7514
3288 2015-12-27 12.672 -3.1680
3289 2015-12-28 24.816 1.5510
3290 2016-04-18 230.376 -48.9549
3291 2016-04-21 102.336 -12.7920
3292 2016-04-22 23.952 2.3952
3293 2016-05-27 1297.368 97.3026
3294 2016-07-30 1036.624 51.8312
3295 2016-09-02 35.168 -8.3524
3296 2016-11-21 21.568 1.6176
3297 2016-11-27 97.984 -24.4960
3298 2017-02-16 50.352 -8.1822
3299 2017-04-17 195.136 -43.9056
3300 2017-04-24 72.784 -18.1960
3301 2017-06-13 164.736 -39.1248
3302 2017-07-09 228.920 14.3075
3303 2017-07-10 298.464 26.1156
3304 2017-07-20 69.712 8.7140
3305 2017-08-29 27.440 2.4010
3306 2017-09-02 235.920 -44.2350
3307 2017-10-06 290.336 32.6628
3308 2017-11-13 230.376 -48.9549
3309 2017-12-04 61.568 4.6176
Illinois eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
3317 2014-05-30 355.455 -172.60608
3318 2014-06-07 268.935 -172.60608
3319 2014-09-20 617.700 -172.60608
3320 2014-11-18 292.100 -172.60608
3321 2014-12-06 214.950 -120.37200
3322 2015-06-22 796.425 -172.60608
3323 2016-01-30 626.100 -172.60608
3324 2016-03-06 145.980 -99.26640
3325 2016-06-04 177.225 -120.51300
3326 2016-09-08 601.470 -172.60608
3327 2017-01-30 69.375 -47.17500
3328 2017-02-17 480.960 -172.60608
3329 2017-06-09 108.925 -71.89050
3330 2017-09-08 765.625 -172.60608
3331 2017-10-09 719.095 -215.25888
3332 2017-10-19 91.275 -67.54350
3333 2017-11-19 219.075 -131.44500
Maryland eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
3781 2016-02-14 550.431 -47.1798
3782 2016-10-04 239.372 -23.9372
Massachusetts eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
3897 2014-05-07 194.2500 -38.85000
3898 2014-05-12 700.0560 -130.01040
3899 2015-11-27 446.0680 0.00000
3900 2016-08-27 244.6150 20.96700
3901 2016-12-01 366.0090 -47.05830
3902 2017-08-27 1419.9192 -172.60608
3903 2017-12-14 526.5820 -52.65820
Nevada eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
4378 2014-07-26 674.352 -109.5822
New Hampshire eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
4425 2015-12-19 1053.164 -105.3164
New Jersey eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
4547 2016-03-11 244.006 -31.3722
4548 2016-05-22 174.286 -19.9184
New York eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5526 2014-03-17 3105.4032 -467.99376
5527 2014-06-06 991.7640 -172.60608
5528 2014-09-14 464.2920 -108.33480
5529 2014-12-23 53.3160 -19.54920
5530 2015-01-10 1018.1040 -172.60608
5531 2015-07-31 1090.7820 -172.60608
5532 2015-08-09 382.8060 -153.12240
5533 2015-08-24 284.3640 -75.83040
5534 2015-09-07 508.5900 -134.45790
5535 2015-09-17 344.2200 -103.26600
5536 2015-10-12 209.6700 -13.97800
5537 2016-01-25 313.7220 -99.34530
5538 2016-03-01 836.5920 -172.60608
5539 2016-06-17 376.8660 -172.60608
5540 2016-08-12 209.1480 -66.23020
5541 2016-10-01 330.5880 -115.70580
5542 2016-10-16 142.1820 -37.91520
5543 2016-11-26 313.1760 -120.05080
5544 2016-12-03 400.0320 -153.34560
5545 2016-12-25 313.1760 -120.05080
5546 2017-06-03 384.7680 -115.43040
5547 2017-06-30 1044.6300 -172.60608
5548 2017-09-02 254.5260 -93.32620
5549 2017-11-05 166.5000 -66.60000
5550 2017-11-19 79.9740 -29.32380
North Carolina eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5609 2014-03-22 59.1090 -45.31690
5610 2014-09-13 18.6480 -12.43200
5611 2014-11-03 14.3010 -10.48740
5612 2015-03-21 12.8430 -9.84630
5613 2015-05-20 6.4080 -4.91280
5614 2015-07-02 2.8920 -2.31360
5615 2015-07-05 7.2300 -5.78400
5616 2015-09-13 13.0920 -10.03720
5617 2015-10-02 7.3800 -5.41200
5618 2015-11-08 39.8790 -29.24460
5619 2015-11-30 6.0480 -4.23360
5620 2015-12-03 95.9700 -73.57700
5621 2016-01-08 30.8280 -24.66240
5622 2016-04-15 189.5880 -145.35080
5623 2016-05-30 3.2820 -2.62560
5624 2016-07-29 27.3960 -20.09040
5625 2016-08-13 11.2320 -8.23680
5626 2016-09-02 40.1310 -30.19310
5627 2016-09-06 3.2040 -2.45640
5628 2016-10-10 4.0950 -2.73000
5629 2016-10-28 17.6160 -14.09280
5630 2016-12-24 27.8820 -20.44680
5631 2017-01-02 44.5140 -33.68760
5632 2017-01-21 35.7840 -28.62720
5633 2017-03-10 13.0920 -10.03720
5634 2017-05-06 68.5410 -52.54810
5635 2017-05-27 12.0600 -10.05000
5636 2017-06-11 4.5720 -3.81000
5637 2017-10-07 50.4540 -33.63600
5638 2017-10-19 1419.9192 -172.60608
5639 2017-11-06 13.2720 -10.61760
5640 2017-11-24 19.0080 -12.67200
5641 2017-12-03 28.7820 -21.10680
North Carolina eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5642 2016-01-22 451.136 -67.6704
5643 2017-02-25 231.920 5.7980
5644 2017-04-14 198.272 -32.2192
5645 2017-06-15 77.728 -3.8864
North Carolina eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5694 2014-09-09 1299.9900 -172.60608
5695 2014-09-19 1419.9192 -172.60608
5696 2017-01-02 695.7000 -27.82800
5697 2017-11-04 1419.9192 -172.60608
North Carolina eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5757 2014-03-21 16.272 -3.8646
5758 2014-09-19 67.344 7.5762
5759 2014-10-03 61.568 4.6176
5760 2014-11-03 25.984 -1.6240
5761 2016-03-26 67.640 5.9185
5762 2016-04-12 181.536 -27.8700
5763 2016-04-15 4.768 -0.7748
5764 2016-07-29 704.760 26.4285
5765 2016-10-08 387.720 -67.8510
5766 2016-11-04 45.248 3.9592
5767 2016-12-24 540.048 -47.2542
5768 2017-01-21 348.208 30.4682
5769 2017-10-07 580.672 65.3256
5770 2017-10-28 147.184 -29.4368
5771 2017-11-06 259.136 -51.8272
North Carolina eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5772 2014-06-23 3.104 0.3492
5773 2016-08-21 28.048 3.5060
5774 2016-10-10 20.608 -4.3792
5775 2016-10-14 12.768 1.4364
5776 2016-11-04 185.376 -34.7580
5777 2016-11-13 52.136 5.8653
North Carolina eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5778 2014-11-03 945.0360 -172.60608
5779 2015-01-28 1419.9192 -172.60608
5780 2016-09-02 472.5180 -149.63070
5781 2016-11-04 876.3000 -172.60608
5782 2016-11-15 630.0240 -172.60608
5783 2017-10-07 154.7640 -36.11160
5784 2017-11-04 523.7640 -172.60608
5785 2017-11-30 1419.9192 -172.60608
Ohio eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5888 2014-01-13 3.438 -2.5212
5889 2014-04-23 7.488 -5.2416
5890 2014-07-20 27.360 -21.8880
5891 2014-08-19 76.776 -58.8616
5892 2014-08-25 30.246 -23.5440
... ... ... ...
5948 2017-11-19 59.913 -45.9333
5949 2017-12-18 7.236 -6.0300
5950 2017-12-22 1.641 -1.3128
5951 2017-12-25 13.023 -10.4184
5952 2017-12-26 3.132 -2.6100
[65 rows x 3 columns]
Ohio eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5953 2014-03-03 302.450 -172.60608
5954 2015-01-02 452.450 -172.60608
5955 2015-06-28 482.940 -172.60608
5956 2015-10-03 35.490 -15.61560
5957 2016-03-24 301.470 -172.60608
5958 2016-03-29 299.975 -167.98600
5959 2016-11-20 86.970 -48.70320
5960 2017-05-28 115.960 -64.93760
Ohio eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5961 2014-04-23 562.7440 -24.1176
5962 2014-10-15 183.3720 -7.8588
5963 2014-11-24 611.0580 -34.9176
5964 2014-12-01 909.7200 -51.9840
5965 2015-01-27 181.9860 -54.5958
5966 2015-05-29 317.0580 -86.0586
5967 2015-08-21 598.4580 -42.7470
5968 2015-11-21 396.8020 -11.3372
5969 2015-12-06 70.6860 -24.2352
5970 2016-09-05 85.2460 -1.2178
5971 2016-09-18 99.3720 -7.0980
5972 2016-09-24 155.3720 -13.3176
5973 2016-11-12 3289.2104 -33.9078
5974 2016-11-21 127.5540 -9.1110
5975 2016-12-11 458.4300 -137.5290
5976 2017-02-17 899.4300 -12.8490
5977 2017-05-08 47.9920 -2.0568
5978 2017-06-19 760.1160 -43.4352
5979 2017-09-29 63.6860 -15.4666
5980 2017-11-02 155.3720 -35.5136
Ohio eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6065 2014-10-10 101.9940 -71.39580
6066 2015-01-02 1188.0000 -172.60608
6067 2015-12-15 1419.9192 -172.60608
6068 2015-12-24 479.9880 -172.60608
6069 2016-05-03 224.9370 -164.95380
6070 2016-11-21 30.3450 -24.27600
6071 2016-11-25 1419.9192 -172.60608
6072 2017-11-13 652.9950 -172.60608
Ohio eyaletinde Phones alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6120 2014-05-18 779.7960 -168.95580
6121 2014-11-02 590.1960 -118.03920
6122 2014-11-18 9.5880 -2.07740
6123 2014-11-24 2469.8892 -345.21216
6124 2014-12-05 216.6780 -54.16950
6125 2015-01-02 62.9820 -14.69580
6126 2015-01-12 368.6820 -61.90380
6127 2015-01-27 587.3460 -137.04740
6128 2015-02-08 107.9820 -26.99550
6129 2015-02-14 323.9820 -80.99550
6130 2015-04-16 118.7820 -27.71580
6131 2015-04-30 1022.9700 -172.60608
6132 2015-08-24 26.9820 4.04730
6133 2015-12-06 485.9400 -89.08900
6134 2015-12-15 101.9880 -16.99800
6135 2016-01-11 15.5880 -9.87240
6136 2016-01-22 110.3760 -20.23560
6137 2016-03-29 158.3760 -36.95440
6138 2016-08-14 507.0840 -105.74840
6139 2016-10-09 23.9760 -15.58440
6140 2016-10-21 235.1520 -47.03040
6141 2016-11-10 41.9580 -9.79020
6142 2017-01-27 107.9820 -26.99550
6143 2017-02-02 59.9700 -11.99400
6144 2017-02-17 57.5940 -11.51880
6145 2017-03-16 489.8160 -89.06000
6146 2017-04-20 122.3820 -24.47640
6147 2017-06-01 158.3760 -34.31480
6148 2017-06-02 2.9700 -0.64350
6149 2017-07-14 1419.9192 -172.60608
6150 2017-07-21 210.5640 -52.64100
6151 2017-09-10 259.8960 -56.31080
6152 2017-09-24 1169.6940 -172.60608
6153 2017-11-12 370.7820 -92.69550
6154 2017-11-14 119.9400 15.99200
6155 2017-11-26 220.7520 -40.47120
6156 2017-12-02 151.1880 -25.19800
6157 2017-12-22 629.9580 94.49370
6158 2017-12-27 164.3880 -35.61740
Ohio eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6159 2014-03-03 44.672 -10.0512
6160 2014-04-28 204.664 -35.7010
6161 2014-07-20 25.984 -5.1968
6162 2014-09-05 264.320 19.8240
6163 2014-12-27 118.160 -25.1090
6164 2015-08-24 435.504 48.9942
6165 2015-09-24 33.568 1.6784
6166 2015-11-20 141.552 -26.5410
6167 2015-12-18 646.776 -145.5246
6168 2016-04-23 55.920 6.2910
6169 2016-05-03 195.640 -44.0190
6170 2016-05-08 1031.176 89.5999
6171 2016-07-21 166.176 12.8732
6172 2016-09-11 37.520 3.7520
6173 2016-09-17 295.400 -62.7725
6174 2016-09-25 355.760 -87.7288
6175 2016-11-10 38.976 -2.4360
6176 2016-12-11 64.960 -4.0600
6177 2016-12-31 156.512 -35.2152
6178 2017-02-03 285.552 35.6940
6179 2017-03-16 54.224 3.3890
6180 2017-04-11 16.768 1.4672
6181 2017-04-20 848.544 -21.2136
6182 2017-05-16 221.024 -55.2560
6183 2017-06-02 27.440 2.4010
6184 2017-07-14 301.496 22.6122
6185 2017-07-21 222.320 25.0110
6186 2017-08-25 25.696 1.9272
6187 2017-09-29 51.168 -6.3960
6188 2017-10-20 665.408 66.5408
6189 2017-11-04 194.352 -43.7292
6190 2017-12-09 37.208 -7.4416
Ohio eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6191 2014-08-19 9.184 1.1480
6192 2015-11-05 27.200 2.0400
6193 2015-11-21 15.880 -3.7715
6194 2016-11-10 14.720 -3.3120
6195 2016-12-11 13.520 1.6900
6196 2016-12-30 13.712 1.0284
6197 2017-11-02 384.592 -81.7258
Ohio eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6198 2014-03-28 330.5880 -143.25480
6199 2014-04-08 172.1100 -94.66050
6200 2014-10-21 409.5900 -122.87700
6201 2014-10-31 1419.9192 -172.60608
6202 2014-12-14 136.5300 -52.33650
6203 2015-12-26 51.5880 -15.47640
6204 2015-12-27 1419.9192 -172.60608
6205 2016-04-19 205.1760 -58.13320
6206 2016-10-21 661.1760 -172.60608
6207 2016-12-11 328.5900 -147.86550
6208 2017-02-17 455.9700 -106.39300
6209 2017-04-29 1048.3500 -69.89000
6210 2017-07-03 215.1480 -103.98820
6211 2017-09-29 344.2200 -172.60608
6212 2017-10-20 284.3640 -75.83040
6213 2017-12-25 273.0600 -104.67300
Oregon eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6303 2014-12-08 6.456 -4.5192
6304 2015-09-04 9.762 -6.8334
6305 2015-10-26 14.301 -10.4874
6306 2016-03-20 16.821 -12.8961
6307 2016-08-22 26.352 -18.4464
6308 2016-09-25 5.022 -3.5154
6309 2016-11-03 4.158 -3.4650
6310 2016-12-18 45.240 -30.1600
6311 2016-12-22 31.320 -25.0560
6312 2017-07-09 1.080 -0.7920
6313 2017-09-04 88.074 -58.7160
6314 2017-10-02 22.638 -16.6012
6315 2017-11-06 5.682 -3.7880
6316 2017-11-17 4.158 -3.4650
Oregon eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6317 2015-10-05 66.294 -103.86060
6318 2017-09-19 72.588 -128.23880
6319 2017-10-02 217.764 -172.60608
Oregon eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6340 2014-09-17 29.925 -21.94500
6341 2016-11-03 179.991 -172.60608
Oregon eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6372 2014-11-01 443.920 -94.3330
6373 2014-11-26 669.080 -167.2700
6374 2014-12-06 53.424 4.6746
6375 2014-12-08 39.072 2.9304
6376 2015-03-20 29.304 2.5641
6377 2015-10-26 718.640 -161.6940
6378 2017-09-07 37.680 2.3550
Oregon eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6379 2014-12-08 13.880 -2.6025
6380 2016-11-04 17.584 -4.1762
6381 2017-08-31 6.208 0.6984
6382 2017-10-02 39.072 4.3956
Oregon eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6383 2014-12-06 275.490 -170.80380
6384 2015-08-02 277.500 -172.60608
6385 2016-12-15 564.195 -172.60608
6386 2016-12-18 377.450 -172.60608
6387 2017-10-22 177.225 -120.51300
Pennsylvania eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6484 2014-01-16 18.588 -13.63120
6485 2014-03-31 0.852 -0.59640
6486 2014-04-06 44.910 -35.92800
6487 2014-04-13 509.970 -172.60608
6488 2014-04-23 2.502 -1.75140
... ... ... ...
6559 2017-12-01 8.001 -5.60070
6560 2017-12-02 631.176 -172.60608
6561 2017-12-04 5.346 -4.45500
6562 2017-12-09 11.088 -8.13120
6563 2017-12-10 3.273 -2.50930
[80 rows x 3 columns]
Pennsylvania eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6564 2014-01-14 61.9600 -53.28560
6565 2014-05-10 349.9650 -172.60608
6566 2014-11-11 521.9600 -172.60608
6567 2015-04-05 352.4500 -172.60608
6568 2015-08-16 301.4700 -172.60608
6569 2015-09-17 1419.9192 -172.60608
6570 2016-07-28 177.4500 -78.07800
6571 2016-08-29 163.8800 -81.94000
6572 2017-07-07 87.2100 -45.34920
6573 2017-08-25 130.9800 -89.06640
Pennsylvania eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6574 2014-06-22 1023.9880 -4.85880
6575 2014-06-28 1228.4650 0.00000
6576 2014-07-07 172.1860 -46.73620
6577 2014-11-17 657.9300 -93.99000
6578 2014-12-15 445.8020 -108.26620
6579 2015-03-05 99.3720 -7.09800
6580 2015-05-03 844.1160 -36.17640
6581 2015-07-11 341.4880 -73.17600
6582 2015-11-20 344.3720 -93.47240
6583 2015-12-22 422.6250 0.00000
6584 2016-03-13 386.6800 -5.52400
6585 2016-06-25 422.0580 -18.08820
6586 2016-08-30 786.7440 -172.60608
6587 2016-09-05 958.5170 -82.71470
6588 2016-10-31 492.8350 -14.08100
6589 2016-11-03 470.1550 -13.43300
6590 2016-11-14 380.0580 -21.71760
6591 2016-11-28 347.8020 -24.84300
6592 2016-12-30 170.7860 0.00000
6593 2017-01-19 887.2710 -63.37650
6594 2017-05-08 128.0580 -23.78220
6595 2017-05-13 458.4300 -124.43100
6596 2017-07-16 71.3720 -1.01960
6597 2017-07-18 198.7440 -14.19600
6598 2017-08-17 1419.9192 -172.60608
6599 2017-09-09 141.3720 -48.47040
6600 2017-09-14 113.3720 -29.15280
6601 2017-11-06 127.3720 -30.93320
6602 2017-11-30 1079.3160 -15.41880
6603 2017-12-01 398.9720 -28.49800
6604 2017-12-04 428.5120 -12.97760
6605 2017-12-08 215.5440 -58.50480
6606 2017-12-11 63.6860 -9.09800
Pennsylvania eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6720 2014-06-21 206.991 -172.49250
6721 2014-09-07 399.540 -172.60608
6722 2015-12-03 482.340 -172.60608
6723 2016-03-13 449.100 -172.60608
6724 2016-07-10 341.991 -172.60608
6725 2017-09-14 253.755 -186.85750
Pennsylvania eyaletinde Phones alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6785 2014-01-16 124.2000 -31.05000
6786 2014-04-13 71.9280 8.39160
6787 2014-05-23 55.1880 -10.11780
6788 2014-06-22 82.7820 -15.17670
6789 2014-07-14 37.4820 -16.24200
6790 2014-09-07 32.3820 4.31760
6791 2014-09-09 135.5160 -31.62040
6792 2014-11-18 539.9640 -107.99280
6793 2014-12-30 251.9640 -50.39280
6794 2015-03-05 466.1580 -93.23160
6795 2015-04-05 56.8380 -13.01470
6796 2015-07-09 269.9820 40.49730
6797 2015-08-16 519.7920 -112.62160
6798 2015-09-07 791.9640 -131.99400
6799 2015-09-26 45.8940 -9.17880
6800 2015-11-21 110.9700 -24.04350
6801 2015-11-27 748.7520 -162.22960
6802 2015-11-30 94.9200 15.82000
6803 2016-03-06 500.1780 -84.50030
6804 2016-03-08 108.5760 -25.33440
6805 2016-03-13 539.9100 -116.98050
6806 2016-03-31 280.7820 -60.83610
6807 2016-04-05 118.7820 -27.71580
6808 2016-04-25 82.8000 -20.70000
6809 2016-05-10 743.9880 -123.99800
6810 2016-05-23 122.3820 -24.47640
6811 2016-07-07 59.9940 -12.99870
6812 2016-07-16 638.3580 -144.15080
6813 2016-08-30 290.8980 -67.87620
6814 2016-09-01 23.9880 -4.79760
6815 2016-09-03 280.7820 -46.79700
6816 2016-09-11 728.9460 -157.93830
6817 2016-11-05 23.9880 -15.99200
6818 2016-11-26 494.9820 -115.49580
6819 2016-11-28 340.1820 -73.70610
6820 2016-12-23 1419.9192 -172.60608
6821 2017-01-19 429.6000 -93.08000
6822 2017-03-10 89.8920 -19.17540
6823 2017-03-11 776.8500 -172.60608
6824 2017-04-30 677.5800 -158.10200
6825 2017-06-26 904.1160 114.57880
6826 2017-07-07 683.9880 -113.99800
6827 2017-07-13 39.5940 -7.25890
6828 2017-07-31 285.5760 -57.11520
6829 2017-09-08 258.5280 -47.39680
6830 2017-09-09 1419.9192 -172.60608
6831 2017-10-19 309.5760 -56.75560
6832 2017-10-21 329.9880 -76.99720
6833 2017-10-22 32.7000 -6.54000
6834 2017-10-26 180.1920 6.44090
6835 2017-11-02 859.2000 -172.60608
6836 2017-11-07 359.9700 -71.99400
6837 2017-11-24 89.9880 -14.99800
6838 2017-12-01 62.9580 9.44370
6839 2017-12-08 83.9880 -20.99700
Pennsylvania eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6840 2014-09-07 64.7840 -14.57640
6841 2014-09-29 1419.9192 -172.60608
6842 2014-10-06 83.9200 -13.63700
6843 2014-10-11 281.9040 10.57140
6844 2014-10-18 186.9120 -35.04600
6845 2014-11-05 1080.0960 -94.50840
6846 2014-11-18 76.7920 -16.31830
6847 2014-12-05 172.7360 -30.22880
6848 2014-12-26 227.1360 -42.58800
6849 2015-02-10 77.2400 7.72400
6850 2015-04-05 563.8080 21.14280
6851 2015-05-03 76.7520 -9.59400
6852 2015-05-15 51.9680 -10.39360
6853 2015-06-25 78.2560 -17.60760
6854 2015-07-05 38.9760 -2.43600
6855 2015-08-13 422.8560 15.85710
6856 2015-08-16 44.6880 3.35160
6857 2015-08-21 663.0720 -165.76800
6858 2015-09-03 36.3360 -7.26720
6859 2015-09-15 147.1840 -29.43680
6860 2015-10-03 15.0080 1.50080
6861 2015-11-10 577.5840 43.31880
6862 2015-12-22 33.5680 1.67840
6863 2016-03-13 678.6400 -166.50800
6864 2016-04-07 36.7440 3.67440
6865 2016-05-12 82.3680 -19.56240
6866 2016-06-02 64.7840 -12.95680
6867 2016-06-05 124.6080 -23.36400
6868 2016-06-25 254.3520 -50.87040
6869 2016-07-18 284.0800 24.85700
6870 2016-07-29 84.7840 -16.95680
6871 2016-08-30 54.2240 3.38900
6872 2016-11-28 32.5440 -7.72920
6873 2017-03-11 43.2800 3.24600
6874 2017-04-20 384.0400 39.04570
6875 2017-04-28 8.3840 0.73360
6876 2017-06-01 324.7440 -77.12670
6877 2017-06-22 8.9280 0.66960
6878 2017-07-07 13.3920 1.00440
6879 2017-07-25 259.9200 -25.99200
6880 2017-08-15 1419.9192 -172.60608
6881 2017-10-13 59.7120 5.97120
6882 2017-10-21 71.3760 -4.46100
6883 2017-10-30 11.1680 -2.51280
6884 2017-11-12 221.0240 -55.25600
6885 2017-11-21 39.2960 3.92960
6886 2017-12-01 37.3920 2.33700
Pennsylvania eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6887 2014-04-06 10.3040 -2.18960
6888 2014-11-03 286.3440 -64.42740
6889 2015-08-21 3.4880 -0.69760
6890 2015-09-03 666.2480 -149.90580
6891 2015-09-22 55.6000 6.25500
6892 2016-04-05 769.1840 -163.45160
6893 2016-07-14 11.6320 1.01780
6894 2016-07-16 5.8400 0.73000
6895 2017-07-18 9.1840 1.14800
6896 2017-07-25 37.7520 4.24710
6897 2017-09-22 1419.9192 -172.60608
6898 2017-09-25 190.8960 -42.95160
Pennsylvania eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6899 2014-04-06 154.7640 -36.11160
6900 2014-08-16 853.0920 -172.60608
6901 2014-09-29 476.4480 -102.00720
6902 2014-12-30 523.7640 -172.60608
6903 2015-11-21 1252.7040 -172.60608
6904 2016-06-14 337.1760 -118.01160
6905 2016-08-21 815.2920 -172.60608
6906 2016-08-29 241.9200 -56.44800
6907 2017-03-11 154.7640 -46.42920
6908 2017-05-03 373.4700 -112.04100
6909 2017-07-25 138.5880 -34.64700
6910 2017-08-22 314.5320 -83.87520
6911 2017-11-07 350.3520 -140.14080
6912 2017-11-28 1419.9192 -172.60608
Rhode Island eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6960 2014-10-31 385.686 -60.6078
6961 2015-02-27 493.920 -28.2240
6962 2017-10-23 878.640 -141.3360
Tennessee eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7044 2014-01-20 67.1940 -51.51540
7045 2014-12-21 18.2400 -14.59200
7046 2015-04-05 157.7940 -115.71560
7047 2015-06-18 6.1290 -4.49460
7048 2015-09-20 1369.7640 -172.60608
7049 2015-09-22 3.2040 -2.56320
7050 2015-09-25 12.0690 -8.74180
7051 2015-11-22 2.9460 -2.06220
7052 2015-12-04 1419.9192 -172.60608
7053 2016-03-19 31.0860 -20.72400
7054 2016-05-01 2.7420 -2.01080
7055 2016-05-29 11.2770 -8.64570
7056 2016-08-09 16.2180 -10.95660
7057 2016-09-05 86.0580 -63.10920
7058 2016-12-09 2.9460 -2.06220
7059 2016-12-29 40.8960 -29.89680
7060 2017-01-14 8.4780 -6.41620
7061 2017-04-06 8.1000 -5.94000
7062 2017-08-13 1419.9192 -172.60608
7063 2017-08-16 13.4280 -11.19000
7064 2017-10-02 61.5960 -48.13560
7065 2017-11-04 3.5640 -2.97000
7066 2017-11-24 11.6730 -7.78200
Tennessee eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7067 2015-12-27 131.104 8.1940
7068 2017-04-23 387.136 -14.5176
Tennessee eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7117 2016-06-16 91.475 -1.82950
7118 2017-12-04 649.000 -172.60608
Tennessee eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7152 2014-04-29 99.920 -1.2490
7153 2014-10-20 98.352 -24.5880
7154 2014-12-30 39.128 -8.8038
7155 2015-04-26 72.784 -18.1960
7156 2015-09-20 294.368 -58.8736
7157 2015-09-22 745.488 -67.7726
7158 2015-11-13 84.960 6.3720
7159 2015-12-27 22.512 2.2512
7160 2016-10-21 111.672 6.9795
7161 2017-06-15 142.776 17.8470
7162 2017-08-16 67.136 -0.8392
7163 2017-09-09 258.480 -3.2310
7164 2017-09-29 243.920 -54.8820
7165 2017-11-13 720.064 -63.0056
7166 2017-12-22 26.160 1.9620
7167 2017-12-23 218.352 -54.5880
7168 2017-12-28 64.784 -12.9568
Tennessee eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7171 2014-10-20 328.5900 -147.86550
7172 2016-03-18 189.8820 -94.94100
7173 2016-05-01 370.6200 -142.07100
7174 2016-12-09 79.9740 -29.32380
7175 2017-06-15 120.9600 -28.22400
7176 2017-10-02 1419.9192 -172.60608
7177 2017-10-16 1419.9192 -172.60608
7178 2017-12-22 934.9560 -172.60608
Texas eyaletinde Appliances alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7252 2014-02-16 7.960 -13.93000
7253 2014-03-03 176.772 -172.60608
7254 2014-07-21 4.992 -12.97920
7255 2014-07-26 4.836 -12.09000
7256 2014-09-08 177.980 -172.60608
7257 2014-10-14 3.160 -8.53200
7258 2014-11-23 34.176 -87.14880
7259 2014-12-20 19.432 -49.55160
7260 2015-04-02 32.192 -80.48000
7261 2015-04-07 463.248 -172.60608
7262 2015-04-19 19.568 -52.83360
7263 2015-04-28 8.652 -20.33220
7264 2015-07-02 32.784 -85.23840
7265 2015-07-09 48.632 -121.58000
7266 2015-10-18 73.164 -172.60608
7267 2015-11-21 24.588 -67.61700
7268 2015-11-22 68.810 -123.85800
7269 2016-05-09 48.784 -131.71680
7270 2016-06-12 64.384 -160.96000
7271 2016-06-24 8.712 -19.60200
7272 2016-08-13 58.924 -153.20240
7273 2016-09-05 62.790 -166.39350
7274 2016-09-26 93.032 -172.60608
7275 2016-12-01 11.648 -30.86720
7276 2017-01-01 15.224 -38.82120
7277 2017-01-02 5.432 -13.58000
7278 2017-02-09 12.992 -32.48000
7279 2017-03-18 2.688 -7.39200
7280 2017-03-26 87.168 -172.60608
7281 2017-03-31 33.620 -90.77400
7282 2017-04-21 97.264 -172.60608
7283 2017-05-23 18.320 -46.71600
7284 2017-06-08 1.624 -4.46600
7285 2017-06-19 2.708 -6.31720
7286 2017-06-29 21.392 -54.54960
7287 2017-08-17 38.864 -99.10320
7288 2017-09-11 1.556 -4.20120
7289 2017-10-02 37.208 -94.88040
7290 2017-11-13 9.324 -24.70860
7291 2017-11-24 13.762 -24.77160
7292 2017-11-25 67.840 -172.60608
7293 2017-12-02 294.620 -172.60608
7294 2017-12-11 1.392 -3.75840
7295 2017-12-17 66.284 -172.60608
7296 2017-12-23 29.312 -74.74560
Texas eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7360 2014-01-07 10.4300 -18.25250
7361 2014-02-16 1.0800 -1.72800
7362 2014-02-23 4.4280 -6.86340
7363 2014-05-21 18.2400 -31.00800
7364 2014-06-15 8.5680 -14.56560
... ... ... ...
7478 2017-11-19 1419.9192 -172.60608
7479 2017-11-23 6.1040 -9.15600
7480 2017-12-09 1.2480 -1.93440
7481 2017-12-22 6.3300 -9.81150
7482 2017-12-25 83.7300 -130.00980
[123 rows x 3 columns]
Texas eyaletinde Bookcases alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7483 2014-06-20 193.0656 -19.87440
7484 2014-09-25 300.5328 -97.23120
7485 2014-11-12 67.9932 -12.99870
7486 2015-01-03 1352.3976 -172.60608
7487 2015-03-01 1227.9984 -36.11760
7488 2015-03-19 383.4656 -67.67040
7489 2015-08-06 369.1992 -114.01740
7490 2015-11-13 613.9992 -18.05880
7491 2015-11-21 246.1328 -76.01160
7492 2015-12-27 532.3992 -46.97640
7493 2016-03-14 241.3320 -14.19600
7494 2016-08-28 156.3728 -52.89080
7495 2016-09-08 1419.9192 -172.60608
7496 2016-09-27 956.6648 -172.60608
7497 2016-11-05 956.6648 -172.60608
7498 2016-12-02 781.8640 -137.97600
7499 2017-02-17 89.0664 -17.02740
7500 2017-03-27 1023.3320 -30.09800
7501 2017-03-31 205.3328 -36.23520
7502 2017-04-27 220.2656 -42.10960
7503 2017-05-06 623.4648 -119.19180
7504 2017-05-30 204.6664 -6.01960
7505 2017-06-29 409.9992 -96.47040
7506 2017-10-19 328.3992 -91.75860
7507 2017-11-13 205.9992 -27.26460
7508 2017-11-17 327.7328 -14.45880
7509 2017-12-28 78.8528 -11.59600
Texas eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7510 2014-03-01 362.2500 0.00000
7511 2014-03-30 127.3020 -9.09300
7512 2014-04-18 317.0580 -18.11760
7513 2014-05-05 127.8690 -9.13350
7514 2014-05-11 1212.9600 -69.31200
7515 2014-05-21 107.7720 -29.25240
7516 2014-06-15 797.9440 -56.99600
7517 2014-07-12 512.3580 -14.63880
7518 2014-07-20 981.3720 -140.19600
7519 2014-07-21 657.9300 -93.99000
7520 2014-09-08 2386.6192 -38.66800
7521 2014-09-13 340.1160 -9.71760
7522 2014-11-07 683.1440 0.00000
7523 2014-11-23 155.3720 -35.51360
7524 2014-12-01 674.0580 -19.25880
7525 2014-12-15 763.2800 -21.80800
7526 2014-12-26 600.5580 -8.57940
7527 2015-01-19 199.3040 -8.54160
7528 2015-03-23 107.7720 -29.25240
7529 2015-04-18 56.6860 -20.24500
7530 2015-04-26 408.4220 -5.83460
7531 2015-05-26 210.6160 -33.18320
7532 2015-06-16 197.3720 -25.37640
7533 2015-09-07 47.5160 -2.03640
7534 2015-09-10 179.8860 -2.56980
7535 2015-10-15 1419.9192 -172.60608
7536 2015-12-26 275.0580 -90.37620
7537 2015-12-27 212.0580 -15.14700
7538 2016-02-08 241.5000 0.00000
7539 2016-03-03 563.4300 -56.34300
7540 2016-03-15 528.4300 -143.43100
7541 2016-04-08 95.9840 -4.11360
7542 2016-04-18 344.3720 -93.47240
7543 2016-05-02 366.7440 -110.02320
7544 2016-05-26 388.4300 -88.78400
7545 2016-06-12 379.3720 -119.23120
7546 2016-06-25 85.2460 -6.08900
7547 2016-07-02 528.4300 0.00000
7548 2016-08-26 1024.7160 -29.27760
7549 2016-09-05 347.8020 -24.84300
7550 2016-09-26 454.9650 -136.48950
7551 2016-10-20 56.6860 -14.57640
7552 2016-11-18 255.1080 -18.22200
7553 2016-11-20 318.4300 -77.33300
7554 2016-12-01 333.6760 -18.96280
7555 2017-01-01 310.7440 -26.63520
7556 2017-03-27 811.8040 -74.97100
7557 2017-05-14 899.4300 -12.84900
7558 2017-08-17 74.5920 -2.13120
7559 2017-09-08 213.4300 -39.63700
7560 2017-09-17 318.4300 -77.33300
7561 2017-10-09 254.0580 -32.66460
7562 2017-11-19 729.4280 -108.39340
7563 2017-11-25 853.9300 -24.39800
7564 2017-12-01 317.0580 -18.11760
Texas eyaletinde Furnishings alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7622 2014-01-07 76.728 -53.7096
7623 2014-02-18 25.160 -11.3220
7624 2014-03-01 63.552 -34.9536
7625 2014-05-11 66.112 -84.2928
7626 2014-05-20 10.332 -5.9409
... ... ... ...
7692 2017-11-12 22.848 -17.7072
7693 2017-11-19 15.992 -13.9930
7694 2017-12-02 8.752 -3.7196
7695 2017-12-03 13.592 -14.2716
7696 2017-12-09 9.708 -5.8248
[75 rows x 3 columns]
Texas eyaletinde Machines alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7726 2014-06-20 418.8000 -97.72000
7727 2014-09-02 559.7100 -121.27050
7728 2014-09-08 1419.9192 -172.60608
7729 2014-09-19 2839.8384 -345.21216
7730 2014-11-28 998.8500 -172.60608
7731 2015-05-26 399.5400 -79.90800
7732 2015-11-07 287.9100 33.58950
7733 2015-11-20 479.9880 55.99860
7734 2016-03-03 287.9100 33.58950
7735 2017-07-03 597.1320 49.76100
7736 2017-08-01 1419.9192 -172.60608
7737 2017-09-29 336.5100 44.86800
Texas eyaletinde Storage alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7937 2014-02-18 12.624 -2.5248
7938 2014-03-01 266.904 -14.0871
7939 2014-04-20 44.840 5.6050
7940 2014-05-20 66.960 -13.3920
7941 2014-06-20 509.488 -127.3720
... ... ... ...
8007 2017-11-06 18.160 1.8160
8008 2017-11-12 618.000 -62.8446
8009 2017-11-13 61.792 6.1792
8010 2017-12-09 27.240 2.7240
8011 2017-12-24 264.320 19.8240
[75 rows x 3 columns]
Texas eyaletinde Supplies alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
8012 2014-11-07 40.7120 3.56230
8013 2014-11-12 16.6560 -3.12300
8014 2014-12-13 2.9200 0.36500
8015 2015-05-25 22.3680 1.67760
8016 2015-08-05 23.0400 -4.89600
8017 2015-09-05 69.1200 -14.68800
8018 2015-12-31 5.8880 -1.32480
8019 2016-03-03 1419.9192 -172.60608
8020 2016-07-23 13.3440 1.00080
8021 2016-08-13 185.3760 -34.75800
8022 2016-08-27 106.6880 -4.74160
8023 2017-03-02 6.9760 -1.39520
8024 2017-06-08 23.7600 2.07900
8025 2017-06-19 11.1840 0.83880
8026 2017-08-17 5.5520 -1.04100
8027 2017-09-28 1.7440 -0.34880
8028 2017-11-19 6.6720 0.50040
8029 2017-12-25 44.6880 5.02740
Texas eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
8030 2014-03-01 376.509 -43.02960
8031 2014-03-29 890.841 -152.71560
8032 2014-04-20 1145.690 -227.62100
8033 2014-06-15 99.918 -18.55620
8034 2014-08-05 489.230 41.93400
8035 2014-09-07 200.795 -22.94800
8036 2014-11-25 1218.735 -121.87350
8037 2015-01-19 102.438 -13.17060
8038 2015-04-13 821.352 -158.57600
8039 2015-05-07 244.006 -31.37220
8040 2015-08-24 918.785 -118.12950
8041 2015-08-28 103.481 -16.26130
8042 2015-10-24 347.361 -69.47220
8043 2015-11-22 206.962 -32.52260
8044 2016-03-03 637.896 -127.57920
8045 2016-03-13 557.585 0.00000
8046 2016-03-21 99.372 -1.41960
8047 2016-09-10 300.930 -34.39200
8048 2016-11-05 863.128 -160.29520
8049 2017-01-02 913.430 -169.63700
8050 2017-03-10 933.408 -172.60608
8051 2017-06-19 457.485 -84.96150
8052 2017-06-29 307.314 -39.51180
8053 2017-07-21 124.404 -21.32640
8054 2017-07-25 298.116 -4.25880
8055 2017-09-11 512.190 -65.85300
8056 2017-10-24 517.405 -81.30650
8057 2017-10-30 251.006 -68.13020
8058 2017-11-19 718.116 -71.81160
8059 2017-11-23 127.785 -31.03350
8060 2017-12-14 974.988 -97.49880
West Virginia eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
8785 2017-10-12 673.344 -76.9536
In [87]:
import pandas as pd
import matplotlib.pyplot as plt
# Tüm satırları görüntülemek için Pandas ayarını değiştirme
pd.set_option('display.max_rows', None) # Tüm satırları görüntüle
pd.set_option('display.max_columns', None) # Tüm sütunları görüntüle
# Eyalet ve alt kategori bazında toplam satış ve kâr hesaplama
subcategory_profit_loss = df.groupby(['State', 'Sub_Category']).agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Kar etmeyen alt kategorileri bulma
unprofitable_subcategories = subcategory_profit_loss[subcategory_profit_loss['Total_Profit'] < 0]
# Zarar eden alt kategorileri yazdırma
if not unprofitable_subcategories.empty:
print("Zarar eden alt kategoriler:")
print(unprofitable_subcategories[['State', 'Sub_Category', 'Total_Sales', 'Total_Profit']])
else:
print("Zarar eden alt kategori bulunmamaktadır.")
# Zarar eden alt kategorilerin zaman bazında analizi
# Eyalet ve alt kategori bazında tarih bazında toplam satış ve kâr hesaplama
product_profit_loss_time = df.groupby(['State', 'Sub_Category', 'Order_Date']).agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# İlk 10 zarar eden alt kategoriyi seçme
top_10_unprofitable = unprofitable_subcategories.nsmallest(10, 'Total_Profit')
# Zarar eden alt kategorilerin zaman bazında detaylı analizi
for _, row in top_10_unprofitable.iterrows():
state = row['State']
sub_category = row['Sub_Category']
# İlgili alt kategori ve eyalet için veri filtreleme
time_analysis = product_profit_loss_time[(product_profit_loss_time['State'] == state) &
(product_profit_loss_time['Sub_Category'] == sub_category)]
if not time_analysis.empty:
print(f"\n{state} eyaletinde {sub_category} alt kategorisi için zaman bazında zarar analizi:")
print(time_analysis[['Order_Date', 'Total_Sales', 'Total_Profit']])
# Görselleştirme
plt.figure(figsize=(12, 6))
plt.plot(time_analysis['Order_Date'], time_analysis['Total_Profit'], marker='o', linestyle='-', color='red', label='Toplam Kâr')
plt.title(f'{state} Eyaletinde {sub_category} Alt Kategorisi için Zarar Analizi')
plt.xlabel('Tarih')
plt.ylabel('Toplam Kâr')
plt.axhline(0, color='black', linewidth=1) # Kırmızı çizgi sıfır noktasını gösterir
plt.xticks(rotation=45)
plt.grid(axis='y')
plt.legend()
plt.show()
else:
print(f"{state} eyaletinde {sub_category} alt kategorisi için zaman bazında veri bulunmamaktadır.")
# Ayarları varsayılan haline geri döndürmek isterseniz:
# pd.reset_option('display.max_rows')
# pd.reset_option('display.max_columns')
Zarar eden alt kategoriler:
State Sub_Category Total_Sales Total_Profit
19 Arizona Binders 2185.3530 -837.67946
20 Arizona Bookcases 519.2130 -517.81824
26 Arizona Machines 965.9490 -409.20816
29 Arizona Storage 2590.3840 -271.17090
30 Arizona Supplies 282.5280 -30.19760
31 Arizona Tables 3995.3500 -1240.65338
61 California Tables 40588.9384 -80.01272
65 Colorado Binders 508.9680 -379.49190
66 Colorado Bookcases 1583.5230 -1431.21338
73 Colorado Machines 2183.6232 -391.20756
76 Colorado Storage 3387.1680 -212.69980
77 Colorado Supplies 1403.4000 -164.49348
78 Colorado Tables 1457.1300 -606.35356
92 Connecticut Tables 252.3570 -19.61460
108 Delaware Tables 510.2790 -85.89630
118 Florida Binders 3690.4980 -1578.26614
119 Florida Bookcases 2587.0560 -116.07060
120 Florida Chairs 9784.8152 -27.52768
126 Florida Machines 3355.3792 -337.53868
129 Florida Storage 7037.5432 -37.90688
130 Florida Supplies 1067.8960 -165.92308
131 Florida Tables 5484.9740 -1591.13040
159 Illinois Appliances 974.7200 -1866.54810
161 Illinois Binders 4068.4752 -2410.09330
162 Illinois Bookcases 4282.6980 -555.87260
163 Illinois Chairs 14563.1780 -1572.45478
167 Illinois Furnishings 2877.9760 -2025.94048
172 Illinois Storage 9080.3280 -257.45840
174 Illinois Tables 6550.6700 -2426.91900
264 Maryland Tables 789.8030 -71.11700
279 Massachusetts Tables 3897.4992 -420.21598
366 Nevada Chairs 674.3520 -109.58220
387 New Hampshire Tables 1053.1640 -105.31640
403 New Jersey Tables 418.2920 -51.29060
431 New York Tables 13619.1912 -3129.49304
435 North Carolina Binders 2349.0522 -873.88108
436 North Carolina Bookcases 959.0560 -97.97800
443 North Carolina Machines 4835.5284 -545.64624
446 North Carolina Storage 3438.0880 -86.20880
447 North Carolina Supplies 302.0400 -27.98030
448 North Carolina Tables 6442.2444 -1221.37878
456 Ohio Binders 1917.0870 -1268.88218
457 Ohio Bookcases 2077.7050 -987.66672
458 Ohio Chairs 9973.6644 -649.35420
464 Ohio Machines 5518.0974 -1123.65600
466 Ohio Phones 14082.4644 -2294.33280
467 Ohio Storage 7264.4400 -276.33640
468 Ohio Supplies 478.8080 -82.90290
469 Ohio Tables 7756.2984 -1785.80282
487 Oregon Binders 281.0640 -198.74110
488 Oregon Bookcases 356.6460 -404.70548
494 Oregon Machines 209.9160 -194.55108
497 Oregon Storage 1991.1200 -410.77290
498 Oregon Supplies 76.7440 -1.68470
499 Oregon Tables 1671.8600 -809.13504
503 Pennsylvania Binders 6266.0580 -2420.25918
504 Pennsylvania Bookcases 3567.2442 -1210.74960
505 Pennsylvania Chairs 15727.9192 -1449.24656
511 Pennsylvania Machines 2133.7170 -1049.77432
513 Pennsylvania Phones 19110.3144 -3168.54282
514 Pennsylvania Storage 11021.1984 -1103.91196
515 Pennsylvania Supplies 3466.3912 -582.83178
516 Pennsylvania Tables 7406.7852 -1592.74200
529 Rhode Island Tables 1758.2460 -230.16780
551 Tennessee Binders 4775.2404 -937.34214
552 Tennessee Bookcases 518.2400 -6.32360
558 Tennessee Machines 740.4750 -174.43558
561 Tennessee Storage 3310.8560 -333.57390
563 Tennessee Tables 4864.8204 -960.24354
565 Texas Appliances 2407.8140 -3746.23850
567 Texas Binders 8179.7424 -3955.91680
568 Texas Bookcases 13517.1124 -1876.67362
569 Texas Chairs 25218.7964 -2337.76508
573 Texas Furnishings 3766.7240 -2661.24202
575 Texas Machines 10046.0268 -944.12230
578 Texas Storage 15588.5672 -763.57868
579 Texas Supplies 2006.6072 -223.87118
580 Texas Tables 15760.6610 -2215.93548
640 West Virginia Tables 673.3440 -76.95360
Texas eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7360 2014-01-07 10.4300 -18.25250
7361 2014-02-16 1.0800 -1.72800
7362 2014-02-23 4.4280 -6.86340
7363 2014-05-21 18.2400 -31.00800
7364 2014-06-15 8.5680 -14.56560
7365 2014-06-20 3.3920 -5.08800
7366 2014-07-21 1.0440 -1.82700
7367 2014-07-26 1445.5832 -212.78048
7368 2014-08-15 30.9600 -52.63200
7369 2014-08-25 38.0640 -59.61840
7370 2014-09-01 3.6480 -6.01920
7371 2014-09-03 7.6800 -11.52000
7372 2014-09-07 2.9200 -4.81800
7373 2014-09-08 51.1840 -79.33520
7374 2014-09-12 5.1800 -8.02900
7375 2014-09-14 8.5520 -13.68320
7376 2014-09-25 2.7240 -4.35840
7377 2014-09-26 0.8760 -1.40160
7378 2014-10-03 1.7880 -3.03960
7379 2014-10-10 12.8780 -20.73950
7380 2014-10-17 10.7800 -17.24800
7381 2014-11-07 27.5220 -46.49220
7382 2014-11-11 898.2240 -174.58048
7383 2014-11-22 6.9280 -11.08480
7384 2014-12-12 210.3920 -172.60608
7385 2014-12-27 4.9840 -8.47280
7386 2014-12-30 2.2860 -3.65760
7387 2015-02-06 2.9340 -4.98780
7388 2015-03-10 1.1120 -1.89040
7389 2015-03-20 2.5120 -4.39600
7390 2015-03-22 14.1120 -21.16800
7391 2015-04-02 9.1560 -13.73400
7392 2015-04-06 16.5480 -28.95900
7393 2015-04-18 5.7880 -9.18700
7394 2015-04-19 310.3920 -172.60608
7395 2015-04-28 12.1760 -18.87280
7396 2015-05-17 33.2800 -49.92000
7397 2015-06-01 5.7280 -9.16480
7398 2015-06-19 5.7920 -9.55680
7399 2015-06-25 0.9840 -1.47600
7400 2015-07-13 41.5680 -66.50880
7401 2015-08-05 1.3620 -2.17920
7402 2015-08-06 6.2300 -9.65650
7403 2015-08-24 2.7240 -4.22220
7404 2015-08-25 3.7980 -6.07680
7405 2015-09-05 20.7400 -33.04100
7406 2015-09-17 6.5880 -10.21140
7407 2015-09-26 2.0800 -3.43200
7408 2015-10-15 3.9600 -6.93000
7409 2015-10-19 1.7200 -2.83800
7410 2015-10-23 6.0800 -10.33600
7411 2015-10-24 3.5920 -6.28600
7412 2015-11-02 29.3720 -46.99520
7413 2015-11-07 32.0600 -51.29600
7414 2015-11-08 10.4760 -17.28540
7415 2015-11-21 9.6760 -15.71100
7416 2015-11-22 2.5440 -3.81600
7417 2015-11-23 23.9120 -40.65040
7418 2015-11-29 8.7840 -13.61520
7419 2015-11-30 3.8820 -5.82300
7420 2015-12-06 2.7720 -4.85100
7421 2015-12-31 3.6560 -5.84960
7422 2016-03-08 8.8560 -14.16960
7423 2016-03-13 1.2720 -2.16240
7424 2016-03-15 22.3860 -35.81760
7425 2016-04-08 1088.7920 -172.60608
7426 2016-05-09 31.7120 -48.22720
7427 2016-05-21 1.9640 -3.24060
7428 2016-06-11 9.6160 -15.79920
7429 2016-06-12 1.5240 -2.66700
7430 2016-07-23 4.7520 -8.31600
7431 2016-07-30 9.2640 -13.89600
7432 2016-08-18 2.0680 -3.41220
7433 2016-08-22 4.3120 -6.89920
7434 2016-08-28 23.1640 -38.22060
7435 2016-09-02 8.6080 -13.34240
7436 2016-09-26 22.4400 -36.58560
7437 2016-10-10 16.3920 -26.22720
7438 2016-10-13 6.2860 -11.00050
7439 2016-11-05 16.1520 -26.37780
7440 2016-11-14 2.2960 -3.90320
7441 2016-11-19 11.9720 -19.27440
7442 2016-11-22 10.7040 -16.36680
7443 2016-12-30 6.9240 -10.38600
7444 2017-01-01 20.2180 -32.38920
7445 2017-01-12 760.9800 -172.60608
7446 2017-01-15 37.0600 -59.08220
7447 2017-02-05 243.9920 -172.60608
7448 2017-02-09 252.7840 -172.60608
7449 2017-03-02 12.7780 -21.11150
7450 2017-03-17 13.7760 -22.04160
7451 2017-03-18 182.9940 -172.60608
7452 2017-04-11 11.3640 -17.04600
7453 2017-04-16 28.9420 -49.05660
7454 2017-04-21 5.6280 -9.70230
7455 2017-05-06 11.0600 -18.80200
7456 2017-05-12 34.2400 -53.07200
7457 2017-05-18 8.8700 -13.94810
7458 2017-05-23 1.1880 -1.96020
7459 2017-06-04 6.3700 -9.55500
7460 2017-06-19 6.8880 -11.02080
7461 2017-07-02 5.2320 -8.10960
7462 2017-07-05 17.7100 -28.08210
7463 2017-08-04 3.3180 -5.64060
7464 2017-08-11 12.8640 -22.51200
7465 2017-08-18 28.1240 -44.60380
7466 2017-09-08 42.6160 -68.18560
7467 2017-09-17 5.8000 -10.15000
7468 2017-09-22 11.2280 -18.52620
7469 2017-09-30 11.6460 -17.46900
7470 2017-10-07 4.2400 -6.36000
7471 2017-10-19 2.0720 -3.52240
7472 2017-10-23 13.3260 -21.36810
7473 2017-11-04 13.0880 -21.93440
7474 2017-11-06 1.2480 -1.93440
7475 2017-11-11 18.3360 -32.08800
7476 2017-11-12 30.5600 -45.84000
7477 2017-11-14 21.9900 -32.98500
7478 2017-11-19 1419.9192 -172.60608
7479 2017-11-23 6.1040 -9.15600
7480 2017-12-09 1.2480 -1.93440
7481 2017-12-22 6.3300 -9.81150
7482 2017-12-25 83.7300 -130.00980
Texas eyaletinde Appliances alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7252 2014-02-16 7.960 -13.93000
7253 2014-03-03 176.772 -172.60608
7254 2014-07-21 4.992 -12.97920
7255 2014-07-26 4.836 -12.09000
7256 2014-09-08 177.980 -172.60608
7257 2014-10-14 3.160 -8.53200
7258 2014-11-23 34.176 -87.14880
7259 2014-12-20 19.432 -49.55160
7260 2015-04-02 32.192 -80.48000
7261 2015-04-07 463.248 -172.60608
7262 2015-04-19 19.568 -52.83360
7263 2015-04-28 8.652 -20.33220
7264 2015-07-02 32.784 -85.23840
7265 2015-07-09 48.632 -121.58000
7266 2015-10-18 73.164 -172.60608
7267 2015-11-21 24.588 -67.61700
7268 2015-11-22 68.810 -123.85800
7269 2016-05-09 48.784 -131.71680
7270 2016-06-12 64.384 -160.96000
7271 2016-06-24 8.712 -19.60200
7272 2016-08-13 58.924 -153.20240
7273 2016-09-05 62.790 -166.39350
7274 2016-09-26 93.032 -172.60608
7275 2016-12-01 11.648 -30.86720
7276 2017-01-01 15.224 -38.82120
7277 2017-01-02 5.432 -13.58000
7278 2017-02-09 12.992 -32.48000
7279 2017-03-18 2.688 -7.39200
7280 2017-03-26 87.168 -172.60608
7281 2017-03-31 33.620 -90.77400
7282 2017-04-21 97.264 -172.60608
7283 2017-05-23 18.320 -46.71600
7284 2017-06-08 1.624 -4.46600
7285 2017-06-19 2.708 -6.31720
7286 2017-06-29 21.392 -54.54960
7287 2017-08-17 38.864 -99.10320
7288 2017-09-11 1.556 -4.20120
7289 2017-10-02 37.208 -94.88040
7290 2017-11-13 9.324 -24.70860
7291 2017-11-24 13.762 -24.77160
7292 2017-11-25 67.840 -172.60608
7293 2017-12-02 294.620 -172.60608
7294 2017-12-11 1.392 -3.75840
7295 2017-12-17 66.284 -172.60608
7296 2017-12-23 29.312 -74.74560
Pennsylvania eyaletinde Phones alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6785 2014-01-16 124.2000 -31.05000
6786 2014-04-13 71.9280 8.39160
6787 2014-05-23 55.1880 -10.11780
6788 2014-06-22 82.7820 -15.17670
6789 2014-07-14 37.4820 -16.24200
6790 2014-09-07 32.3820 4.31760
6791 2014-09-09 135.5160 -31.62040
6792 2014-11-18 539.9640 -107.99280
6793 2014-12-30 251.9640 -50.39280
6794 2015-03-05 466.1580 -93.23160
6795 2015-04-05 56.8380 -13.01470
6796 2015-07-09 269.9820 40.49730
6797 2015-08-16 519.7920 -112.62160
6798 2015-09-07 791.9640 -131.99400
6799 2015-09-26 45.8940 -9.17880
6800 2015-11-21 110.9700 -24.04350
6801 2015-11-27 748.7520 -162.22960
6802 2015-11-30 94.9200 15.82000
6803 2016-03-06 500.1780 -84.50030
6804 2016-03-08 108.5760 -25.33440
6805 2016-03-13 539.9100 -116.98050
6806 2016-03-31 280.7820 -60.83610
6807 2016-04-05 118.7820 -27.71580
6808 2016-04-25 82.8000 -20.70000
6809 2016-05-10 743.9880 -123.99800
6810 2016-05-23 122.3820 -24.47640
6811 2016-07-07 59.9940 -12.99870
6812 2016-07-16 638.3580 -144.15080
6813 2016-08-30 290.8980 -67.87620
6814 2016-09-01 23.9880 -4.79760
6815 2016-09-03 280.7820 -46.79700
6816 2016-09-11 728.9460 -157.93830
6817 2016-11-05 23.9880 -15.99200
6818 2016-11-26 494.9820 -115.49580
6819 2016-11-28 340.1820 -73.70610
6820 2016-12-23 1419.9192 -172.60608
6821 2017-01-19 429.6000 -93.08000
6822 2017-03-10 89.8920 -19.17540
6823 2017-03-11 776.8500 -172.60608
6824 2017-04-30 677.5800 -158.10200
6825 2017-06-26 904.1160 114.57880
6826 2017-07-07 683.9880 -113.99800
6827 2017-07-13 39.5940 -7.25890
6828 2017-07-31 285.5760 -57.11520
6829 2017-09-08 258.5280 -47.39680
6830 2017-09-09 1419.9192 -172.60608
6831 2017-10-19 309.5760 -56.75560
6832 2017-10-21 329.9880 -76.99720
6833 2017-10-22 32.7000 -6.54000
6834 2017-10-26 180.1920 6.44090
6835 2017-11-02 859.2000 -172.60608
6836 2017-11-07 359.9700 -71.99400
6837 2017-11-24 89.9880 -14.99800
6838 2017-12-01 62.9580 9.44370
6839 2017-12-08 83.9880 -20.99700
New York eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
5526 2014-03-17 3105.4032 -467.99376
5527 2014-06-06 991.7640 -172.60608
5528 2014-09-14 464.2920 -108.33480
5529 2014-12-23 53.3160 -19.54920
5530 2015-01-10 1018.1040 -172.60608
5531 2015-07-31 1090.7820 -172.60608
5532 2015-08-09 382.8060 -153.12240
5533 2015-08-24 284.3640 -75.83040
5534 2015-09-07 508.5900 -134.45790
5535 2015-09-17 344.2200 -103.26600
5536 2015-10-12 209.6700 -13.97800
5537 2016-01-25 313.7220 -99.34530
5538 2016-03-01 836.5920 -172.60608
5539 2016-06-17 376.8660 -172.60608
5540 2016-08-12 209.1480 -66.23020
5541 2016-10-01 330.5880 -115.70580
5542 2016-10-16 142.1820 -37.91520
5543 2016-11-26 313.1760 -120.05080
5544 2016-12-03 400.0320 -153.34560
5545 2016-12-25 313.1760 -120.05080
5546 2017-06-03 384.7680 -115.43040
5547 2017-06-30 1044.6300 -172.60608
5548 2017-09-02 254.5260 -93.32620
5549 2017-11-05 166.5000 -66.60000
5550 2017-11-19 79.9740 -29.32380
Texas eyaletinde Furnishings alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7622 2014-01-07 76.728 -53.70960
7623 2014-02-18 25.160 -11.32200
7624 2014-03-01 63.552 -34.95360
7625 2014-05-11 66.112 -84.29280
7626 2014-05-20 10.332 -5.94090
7627 2014-07-20 16.740 -14.22900
7628 2014-07-26 17.496 -10.06020
7629 2014-09-14 9.960 -6.72300
7630 2014-09-21 8.544 -7.47600
7631 2014-10-03 31.776 -19.06560
7632 2014-10-17 5.312 -1.59360
7633 2014-11-12 25.128 -6.91020
7634 2014-11-23 6.368 -2.54720
7635 2014-11-25 6.096 -3.96240
7636 2014-11-26 19.300 -14.47500
7637 2014-12-02 98.320 -48.77900
7638 2014-12-06 23.976 -14.38560
7639 2014-12-16 65.192 -77.53980
7640 2015-02-09 40.784 -30.58800
7641 2015-03-31 22.380 -7.83300
7642 2015-05-12 21.968 -15.92680
7643 2015-06-25 75.384 -20.73060
7644 2015-08-05 14.760 -11.43900
7645 2015-08-25 27.984 -20.52580
7646 2015-09-17 21.936 -10.41960
7647 2015-09-21 4.928 -1.47840
7648 2015-10-08 72.780 -70.96050
7649 2015-10-15 131.376 -95.24760
7650 2015-11-07 64.960 -84.44800
7651 2015-12-01 6.688 -4.01280
7652 2015-12-31 14.760 -11.43900
7653 2016-01-07 23.076 -10.96110
7654 2016-02-02 73.784 -77.47320
7655 2016-02-27 16.192 -6.88160
7656 2016-04-18 127.880 -67.13700
7657 2016-04-30 22.608 -10.17360
7658 2016-06-11 12.544 -9.09440
7659 2016-06-12 6.984 -4.53960
7660 2016-06-25 32.712 -26.16960
7661 2016-07-16 9.552 -3.82080
7662 2016-07-28 327.420 -182.48608
7663 2016-08-18 14.896 -5.95840
7664 2016-08-23 22.608 -10.17360
7665 2016-09-05 21.204 -11.66220
7666 2016-09-09 15.008 -12.00640
7667 2016-10-03 38.080 -29.51200
7668 2016-10-08 51.712 -32.32000
7669 2016-10-10 14.000 -6.30000
7670 2016-10-13 139.920 -150.41400
7671 2016-11-04 77.488 -89.98080
7672 2016-11-07 44.460 -17.78400
7673 2016-11-19 2.328 -0.75660
7674 2016-11-20 7.068 -2.82720
7675 2016-12-08 190.920 -147.96300
7676 2016-12-23 2.328 -0.75660
7677 2017-01-01 141.420 -172.60608
7678 2017-02-09 3.984 -2.68920
7679 2017-03-04 103.500 -77.62500
7680 2017-03-18 82.524 -41.26200
7681 2017-04-26 1.988 -1.44130
7682 2017-05-11 7.996 -6.99650
7683 2017-05-29 65.424 -52.33920
7684 2017-06-04 30.336 -17.44320
7685 2017-07-05 332.028 -172.60608
7686 2017-08-17 16.784 -22.23880
7687 2017-09-03 108.400 -105.69000
7688 2017-09-08 21.184 -11.65120
7689 2017-10-30 16.192 -8.50080
7690 2017-11-06 30.560 -19.86400
7691 2017-11-10 341.960 -172.60608
7692 2017-11-12 22.848 -17.70720
7693 2017-11-19 15.992 -13.99300
7694 2017-12-02 8.752 -3.71960
7695 2017-12-03 13.592 -14.27160
7696 2017-12-09 9.708 -5.82480
Illinois eyaletinde Tables alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
3317 2014-05-30 355.455 -172.60608
3318 2014-06-07 268.935 -172.60608
3319 2014-09-20 617.700 -172.60608
3320 2014-11-18 292.100 -172.60608
3321 2014-12-06 214.950 -120.37200
3322 2015-06-22 796.425 -172.60608
3323 2016-01-30 626.100 -172.60608
3324 2016-03-06 145.980 -99.26640
3325 2016-06-04 177.225 -120.51300
3326 2016-09-08 601.470 -172.60608
3327 2017-01-30 69.375 -47.17500
3328 2017-02-17 480.960 -172.60608
3329 2017-06-09 108.925 -71.89050
3330 2017-09-08 765.625 -172.60608
3331 2017-10-09 719.095 -215.25888
3332 2017-10-19 91.275 -67.54350
3333 2017-11-19 219.075 -131.44500
Pennsylvania eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6484 2014-01-16 18.588 -13.63120
6485 2014-03-31 0.852 -0.59640
6486 2014-04-06 44.910 -35.92800
6487 2014-04-13 509.970 -172.60608
6488 2014-04-23 2.502 -1.75140
6489 2014-05-23 3.282 -2.62560
6490 2014-06-21 9.006 -7.20480
6491 2014-06-28 34.254 -25.22520
6492 2014-09-17 5.892 -4.12440
6493 2014-09-21 6.570 -5.03700
6494 2014-09-26 5.970 -4.57700
6495 2014-10-25 13.698 -9.58860
6496 2014-11-05 13.194 -8.79600
6497 2014-11-18 52.941 -42.22320
6498 2015-02-27 4.419 -3.38790
6499 2015-03-05 2.556 -1.78920
6500 2015-04-05 10.428 -6.95200
6501 2015-05-14 23.484 -17.05840
6502 2015-05-21 24.588 -18.03120
6503 2015-06-07 18.312 -12.20800
6504 2015-07-11 8.982 -6.75360
6505 2015-07-25 25.176 -18.46240
6506 2015-08-16 6.486 -4.66560
6507 2015-08-21 99.588 -82.99000
6508 2015-09-04 7.656 -6.12480
6509 2015-09-07 14.445 -10.92120
6510 2015-09-13 2.412 -2.01000
6511 2015-09-15 3.576 -2.86080
6512 2015-09-17 16.476 -12.76820
6513 2015-09-25 2.946 -2.06220
6514 2015-09-26 121.104 -100.92000
6515 2015-11-22 11.610 -9.28800
6516 2015-11-30 152.991 -122.39280
6517 2015-12-05 26.064 -19.98240
6518 2016-01-04 104.580 -80.17800
6519 2016-03-06 2.043 -1.49820
6520 2016-03-13 75.057 -56.95760
6521 2016-04-03 99.846 -83.20500
6522 2016-04-25 25.620 -17.24320
6523 2016-05-23 6.294 -4.19600
6524 2016-06-18 4.626 -3.85500
6525 2016-06-20 29.718 -21.79320
6526 2016-06-25 38.088 -27.93120
6527 2016-07-07 15.135 -12.61250
6528 2016-07-21 1.941 -1.29400
6529 2016-07-28 1369.764 -172.60608
6530 2016-08-29 3.486 -2.78880
6531 2016-08-30 37.764 -27.69360
6532 2016-09-03 1141.470 -172.60608
6533 2016-09-05 9.555 -7.32550
6534 2016-11-26 78.759 -57.75660
6535 2016-11-28 6.888 -5.05120
6536 2016-12-03 18.192 -14.55360
6537 2017-01-09 274.491 -172.60608
6538 2017-02-24 4.956 -3.79960
6539 2017-03-11 12.294 -8.60580
6540 2017-03-30 5.715 -4.76250
6541 2017-04-09 37.896 -29.05360
6542 2017-04-24 8.706 -6.75380
6543 2017-04-30 13.896 -9.26400
6544 2017-05-03 90.588 -62.53200
6545 2017-05-04 11.598 -9.05820
6546 2017-06-22 41.487 -31.46230
6547 2017-07-06 2.946 -2.25860
6548 2017-09-09 7.539 -5.93000
6549 2017-09-14 22.194 -14.79600
6550 2017-09-16 541.638 -175.36128
6551 2017-09-19 4.842 -3.38940
6552 2017-09-21 1.908 -1.52640
6553 2017-09-22 5.607 -4.29870
6554 2017-09-25 8.595 -6.30300
6555 2017-09-28 2.655 -1.85850
6556 2017-10-26 114.720 -92.88540
6557 2017-11-03 11.673 -7.78200
6558 2017-11-23 7.476 -5.98080
6559 2017-12-01 8.001 -5.60070
6560 2017-12-02 631.176 -172.60608
6561 2017-12-04 5.346 -4.45500
6562 2017-12-09 11.088 -8.13120
6563 2017-12-10 3.273 -2.50930
Illinois eyaletinde Binders alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
2965 2014-01-04 3.5400 -5.48700
2966 2014-02-06 8.9520 -14.77080
2967 2014-02-21 8.8500 -13.71750
2968 2014-03-31 8.1340 -13.82780
2969 2014-05-11 104.5800 -172.55700
2970 2014-05-27 17.4600 -30.55500
2971 2014-06-06 24.5880 -38.11140
2972 2014-06-07 12.4620 -20.56230
2973 2014-07-14 29.9320 -46.39460
2974 2014-09-07 308.8180 -179.11368
2975 2014-10-14 2.9460 -4.86090
2976 2014-10-20 8.6820 -14.75940
2977 2014-11-18 17.3720 -28.80840
2978 2014-11-22 9.9800 -16.46700
2979 2014-12-06 4.6000 -8.05000
2980 2014-12-14 14.3680 -22.57280
2981 2014-12-22 17.9040 -31.33200
2982 2014-12-26 8.6900 -14.77300
2983 2015-03-05 11.2120 -16.81800
2984 2015-03-08 8.5680 -14.56560
2985 2015-05-24 7.6560 -13.01520
2986 2015-05-31 3.5640 -6.23700
2987 2015-07-12 1.9280 -2.98840
2988 2015-07-20 2.8800 -4.46400
2989 2015-09-20 2.8080 -4.49280
2990 2015-09-27 15.0800 -22.62000
2991 2015-10-01 2.9920 -4.48800
2992 2015-10-22 5.1760 -7.76400
2993 2015-11-15 11.3640 -17.04600
2994 2016-01-30 1.7280 -2.67840
2995 2016-03-06 1.7280 -2.76480
2996 2016-03-21 3.1680 -4.75200
2997 2016-04-21 44.8480 -67.27200
2998 2016-05-03 2.1820 -3.60030
2999 2016-05-06 3.2080 -5.29320
3000 2016-05-17 2.8900 -4.76850
3001 2016-05-21 3.7980 -5.88690
3002 2016-06-21 0.8360 -1.33760
3003 2016-07-23 11.4160 -18.83640
3004 2016-08-04 3.9800 -6.56700
3005 2016-08-29 1.7880 -3.03960
3006 2016-09-03 8.8080 -14.97360
3007 2016-09-11 1.9080 -3.24360
3008 2016-09-19 2.3080 -3.46200
3009 2016-09-24 442.3720 -172.60608
3010 2016-09-30 1.9640 -3.24060
3011 2016-11-13 3.1360 -4.70400
3012 2016-12-16 4.7880 -7.90020
3013 2016-12-19 1.8000 -2.88000
3014 2017-01-29 12.1280 -20.61760
3015 2017-02-25 1.7880 -3.03960
3016 2017-03-31 13.4680 -22.89560
3017 2017-04-24 10.4300 -18.25250
3018 2017-04-30 43.3720 -69.39520
3019 2017-05-22 1.5920 -2.62680
3020 2017-05-28 3.5640 -6.23700
3021 2017-06-08 12.1760 -18.87280
3022 2017-06-16 5.9360 -8.90400
3023 2017-06-17 11.6640 -19.95120
3024 2017-06-22 3.0360 -5.00940
3025 2017-06-24 182.9940 -172.60608
3026 2017-07-21 99.1680 -172.79760
3027 2017-08-19 2.2960 -3.90320
3028 2017-08-29 3.2400 -5.18400
3029 2017-09-03 42.6160 -68.18560
3030 2017-09-10 762.5940 -172.60608
3031 2017-10-13 96.7840 -145.17600
3032 2017-10-14 40.8520 -66.01180
3033 2017-11-05 16.0300 -25.64800
3034 2017-11-26 33.5680 -53.70880
3035 2017-12-07 1419.9192 -172.60608
3036 2017-12-23 13.8400 -22.14400
3037 2017-12-28 1.6800 -2.68800
Texas eyaletinde Chairs alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
7510 2014-03-01 362.2500 0.00000
7511 2014-03-30 127.3020 -9.09300
7512 2014-04-18 317.0580 -18.11760
7513 2014-05-05 127.8690 -9.13350
7514 2014-05-11 1212.9600 -69.31200
7515 2014-05-21 107.7720 -29.25240
7516 2014-06-15 797.9440 -56.99600
7517 2014-07-12 512.3580 -14.63880
7518 2014-07-20 981.3720 -140.19600
7519 2014-07-21 657.9300 -93.99000
7520 2014-09-08 2386.6192 -38.66800
7521 2014-09-13 340.1160 -9.71760
7522 2014-11-07 683.1440 0.00000
7523 2014-11-23 155.3720 -35.51360
7524 2014-12-01 674.0580 -19.25880
7525 2014-12-15 763.2800 -21.80800
7526 2014-12-26 600.5580 -8.57940
7527 2015-01-19 199.3040 -8.54160
7528 2015-03-23 107.7720 -29.25240
7529 2015-04-18 56.6860 -20.24500
7530 2015-04-26 408.4220 -5.83460
7531 2015-05-26 210.6160 -33.18320
7532 2015-06-16 197.3720 -25.37640
7533 2015-09-07 47.5160 -2.03640
7534 2015-09-10 179.8860 -2.56980
7535 2015-10-15 1419.9192 -172.60608
7536 2015-12-26 275.0580 -90.37620
7537 2015-12-27 212.0580 -15.14700
7538 2016-02-08 241.5000 0.00000
7539 2016-03-03 563.4300 -56.34300
7540 2016-03-15 528.4300 -143.43100
7541 2016-04-08 95.9840 -4.11360
7542 2016-04-18 344.3720 -93.47240
7543 2016-05-02 366.7440 -110.02320
7544 2016-05-26 388.4300 -88.78400
7545 2016-06-12 379.3720 -119.23120
7546 2016-06-25 85.2460 -6.08900
7547 2016-07-02 528.4300 0.00000
7548 2016-08-26 1024.7160 -29.27760
7549 2016-09-05 347.8020 -24.84300
7550 2016-09-26 454.9650 -136.48950
7551 2016-10-20 56.6860 -14.57640
7552 2016-11-18 255.1080 -18.22200
7553 2016-11-20 318.4300 -77.33300
7554 2016-12-01 333.6760 -18.96280
7555 2017-01-01 310.7440 -26.63520
7556 2017-03-27 811.8040 -74.97100
7557 2017-05-14 899.4300 -12.84900
7558 2017-08-17 74.5920 -2.13120
7559 2017-09-08 213.4300 -39.63700
7560 2017-09-17 318.4300 -77.33300
7561 2017-10-09 254.0580 -32.66460
7562 2017-11-19 729.4280 -108.39340
7563 2017-11-25 853.9300 -24.39800
7564 2017-12-01 317.0580 -18.11760
Ohio eyaletinde Phones alt kategorisi için zaman bazında zarar analizi:
Order_Date Total_Sales Total_Profit
6120 2014-05-18 779.7960 -168.95580
6121 2014-11-02 590.1960 -118.03920
6122 2014-11-18 9.5880 -2.07740
6123 2014-11-24 2469.8892 -345.21216
6124 2014-12-05 216.6780 -54.16950
6125 2015-01-02 62.9820 -14.69580
6126 2015-01-12 368.6820 -61.90380
6127 2015-01-27 587.3460 -137.04740
6128 2015-02-08 107.9820 -26.99550
6129 2015-02-14 323.9820 -80.99550
6130 2015-04-16 118.7820 -27.71580
6131 2015-04-30 1022.9700 -172.60608
6132 2015-08-24 26.9820 4.04730
6133 2015-12-06 485.9400 -89.08900
6134 2015-12-15 101.9880 -16.99800
6135 2016-01-11 15.5880 -9.87240
6136 2016-01-22 110.3760 -20.23560
6137 2016-03-29 158.3760 -36.95440
6138 2016-08-14 507.0840 -105.74840
6139 2016-10-09 23.9760 -15.58440
6140 2016-10-21 235.1520 -47.03040
6141 2016-11-10 41.9580 -9.79020
6142 2017-01-27 107.9820 -26.99550
6143 2017-02-02 59.9700 -11.99400
6144 2017-02-17 57.5940 -11.51880
6145 2017-03-16 489.8160 -89.06000
6146 2017-04-20 122.3820 -24.47640
6147 2017-06-01 158.3760 -34.31480
6148 2017-06-02 2.9700 -0.64350
6149 2017-07-14 1419.9192 -172.60608
6150 2017-07-21 210.5640 -52.64100
6151 2017-09-10 259.8960 -56.31080
6152 2017-09-24 1169.6940 -172.60608
6153 2017-11-12 370.7820 -92.69550
6154 2017-11-14 119.9400 15.99200
6155 2017-11-26 220.7520 -40.47120
6156 2017-12-02 151.1880 -25.19800
6157 2017-12-22 629.9580 94.49370
6158 2017-12-27 164.3880 -35.61740
In [86]:
import pandas as pd
# Tüm satırları görüntülemek için Pandas ayarını değiştirme
pd.set_option('display.max_rows', None) # Tüm satırları görüntüle
pd.set_option('display.max_columns', None) # Tüm sütunları görüntüle
# Eyalet ve alt kategori bazında toplam satış ve kâr hesaplama
subcategory_profit_loss = df.groupby(['State', 'Sub_Category']).agg(
Total_Sales=('Sales', 'sum'),
Total_Profit=('Profit', 'sum')
).reset_index()
# Kar etmeyen alt kategorileri bulma
unprofitable_subcategories = subcategory_profit_loss[subcategory_profit_loss['Total_Profit'] < 0]
# Zarar eden alt kategorileri yazdırma
if not unprofitable_subcategories.empty:
print("Zarar eden alt kategoriler:")
print(unprofitable_subcategories[['State', 'Sub_Category', 'Total_Sales', 'Total_Profit']])
else:
print("Zarar eden alt kategori bulunmamaktadır.")
# Ayarları varsayılan haline geri döndürmek isterseniz:
# pd.reset_option('display.max_rows')
# pd.reset_option('display.max_columns')
Zarar eden alt kategoriler:
State Sub_Category Total_Sales Total_Profit
19 Arizona Binders 2185.3530 -837.67946
20 Arizona Bookcases 519.2130 -517.81824
26 Arizona Machines 965.9490 -409.20816
29 Arizona Storage 2590.3840 -271.17090
30 Arizona Supplies 282.5280 -30.19760
31 Arizona Tables 3995.3500 -1240.65338
61 California Tables 40588.9384 -80.01272
65 Colorado Binders 508.9680 -379.49190
66 Colorado Bookcases 1583.5230 -1431.21338
73 Colorado Machines 2183.6232 -391.20756
76 Colorado Storage 3387.1680 -212.69980
77 Colorado Supplies 1403.4000 -164.49348
78 Colorado Tables 1457.1300 -606.35356
92 Connecticut Tables 252.3570 -19.61460
108 Delaware Tables 510.2790 -85.89630
118 Florida Binders 3690.4980 -1578.26614
119 Florida Bookcases 2587.0560 -116.07060
120 Florida Chairs 9784.8152 -27.52768
126 Florida Machines 3355.3792 -337.53868
129 Florida Storage 7037.5432 -37.90688
130 Florida Supplies 1067.8960 -165.92308
131 Florida Tables 5484.9740 -1591.13040
159 Illinois Appliances 974.7200 -1866.54810
161 Illinois Binders 4068.4752 -2410.09330
162 Illinois Bookcases 4282.6980 -555.87260
163 Illinois Chairs 14563.1780 -1572.45478
167 Illinois Furnishings 2877.9760 -2025.94048
172 Illinois Storage 9080.3280 -257.45840
174 Illinois Tables 6550.6700 -2426.91900
264 Maryland Tables 789.8030 -71.11700
279 Massachusetts Tables 3897.4992 -420.21598
366 Nevada Chairs 674.3520 -109.58220
387 New Hampshire Tables 1053.1640 -105.31640
403 New Jersey Tables 418.2920 -51.29060
431 New York Tables 13619.1912 -3129.49304
435 North Carolina Binders 2349.0522 -873.88108
436 North Carolina Bookcases 959.0560 -97.97800
443 North Carolina Machines 4835.5284 -545.64624
446 North Carolina Storage 3438.0880 -86.20880
447 North Carolina Supplies 302.0400 -27.98030
448 North Carolina Tables 6442.2444 -1221.37878
456 Ohio Binders 1917.0870 -1268.88218
457 Ohio Bookcases 2077.7050 -987.66672
458 Ohio Chairs 9973.6644 -649.35420
464 Ohio Machines 5518.0974 -1123.65600
466 Ohio Phones 14082.4644 -2294.33280
467 Ohio Storage 7264.4400 -276.33640
468 Ohio Supplies 478.8080 -82.90290
469 Ohio Tables 7756.2984 -1785.80282
487 Oregon Binders 281.0640 -198.74110
488 Oregon Bookcases 356.6460 -404.70548
494 Oregon Machines 209.9160 -194.55108
497 Oregon Storage 1991.1200 -410.77290
498 Oregon Supplies 76.7440 -1.68470
499 Oregon Tables 1671.8600 -809.13504
503 Pennsylvania Binders 6266.0580 -2420.25918
504 Pennsylvania Bookcases 3567.2442 -1210.74960
505 Pennsylvania Chairs 15727.9192 -1449.24656
511 Pennsylvania Machines 2133.7170 -1049.77432
513 Pennsylvania Phones 19110.3144 -3168.54282
514 Pennsylvania Storage 11021.1984 -1103.91196
515 Pennsylvania Supplies 3466.3912 -582.83178
516 Pennsylvania Tables 7406.7852 -1592.74200
529 Rhode Island Tables 1758.2460 -230.16780
551 Tennessee Binders 4775.2404 -937.34214
552 Tennessee Bookcases 518.2400 -6.32360
558 Tennessee Machines 740.4750 -174.43558
561 Tennessee Storage 3310.8560 -333.57390
563 Tennessee Tables 4864.8204 -960.24354
565 Texas Appliances 2407.8140 -3746.23850
567 Texas Binders 8179.7424 -3955.91680
568 Texas Bookcases 13517.1124 -1876.67362
569 Texas Chairs 25218.7964 -2337.76508
573 Texas Furnishings 3766.7240 -2661.24202
575 Texas Machines 10046.0268 -944.12230
578 Texas Storage 15588.5672 -763.57868
579 Texas Supplies 2006.6072 -223.87118
580 Texas Tables 15760.6610 -2215.93548
640 West Virginia Tables 673.3440 -76.95360
In [ ]: